Análisis Exploratorio de Datos Proyecto Minero Jala Oca y Colca
A.Otiniano (data por C. Geraldino)
2022-12-04
Carga de Data y Exploracion
colja <- readxl::read_xlsx(path = "data_IIC3/GQ_Colca.xlsx", sheet = "GQ_Colca_intr", col_names = TRUE)
colja2 <- readxl::read_xlsx(path = "data_IIC3/GQ_Colca.xlsx", sheet = "GQ_Colca_volc", col_names = TRUE)
colnames(colja)## [1] "N" "MUESTRA" "ESTE" "NORTE" "DESCRIPCIÓN"
## [6] "ROCA" "Tipo_roca" "PROYECTO" "Au_ppb" "Ag_ppm"
## [11] "Al _%" "As_ppm" "Ba _ppm" "Be_ppm" "Bi_ppm"
## [16] "Ca _%" "Cd_ppm" "Ce_ppm" "Co_ppm" "Cr_ppm"
## [21] "Cs_ppm" "Cu_ppm" "Dy_ppm" "Er_ppm" "Eu_ppm"
## [26] "Fe _%" "Ga_ppm" "Gd_ppm" "Ge_ppm" "Hf_ppm"
## [31] "Ho_ppm" "In_ppm" "K _%" "La_ppm" "Li_ppm"
## [36] "Lu_ppm" "Mg_%" "Mn _ppm" "Mo_ppm" "Na %"
## [41] "Nb_ppm" "Nd_ppm" "Ni_ppm" "P _%" "Pb_ppm"
## [46] "Pr_ppm" "Rb_ppm" "S%" "Se ppm" "Sb_ppm"
## [51] "Sc_ppm" "Sm_ppm" "Sn_ppm" "Sr_ppm" "Ta_ppm"
## [56] "Tb_ppm" "Th_ppm" "Te ppm" "Ti _%" "Tl_ppm"
## [61] "Tm_ppm" "U_ppm" "V_ppm" "W_ppm" "Y_ppm"
## [66] "Yb_ppm" "Zn_ppm" "Zr_ppm"colnames(colja2)## [1] "N" "MUESTRA" "ESTE" "NORTE" "DESCRIPCIÓN"
## [6] "ROCA" "Tipo_roca" "PROYECTO" "Au_ppb" "Ag_ppm"
## [11] "Al _%" "As_ppm" "Ba _ppm" "Be_ppm" "Bi_ppm"
## [16] "Ca _%" "Cd_ppm" "Ce_ppm" "Co_ppm" "Cr_ppm"
## [21] "Cs_ppm" "Cu_ppm" "Dy_ppm" "Er_ppm" "Eu_ppm"
## [26] "Fe _%" "Ga_ppm" "Gd_ppm" "Ge_ppm" "Hf_ppm"
## [31] "Ho_ppm" "In_ppm" "K _%" "La_ppm" "Li_ppm"
## [36] "Lu_ppm" "Mg_%" "Mn _ppm" "Mo_ppm" "Na %"
## [41] "Nb_ppm" "Nd_ppm" "Ni_ppm" "P _%" "Pb_ppm"
## [46] "Pr_ppm" "Rb_ppm" "S%" "Se ppm" "Sb_ppm"
## [51] "Sc_ppm" "Sm_ppm" "Sn_ppm" "Sr_ppm" "Ta_ppm"
## [56] "Tb_ppm" "Th_ppm" "Te ppm" "Ti _%" "Tl_ppm"
## [61] "Tm_ppm" "U_ppm" "V_ppm" "W_ppm" "Y_ppm"
## [66] "Yb_ppm" "Zn_ppm" "Zr_ppm"id <- colnames(colja)==colnames(colja2)
which(id==FALSE)## integer(0)id <- colja$MUESTRA == colja2$MUESTRA## Warning in colja$MUESTRA == colja2$MUESTRA: longer object length is not a
## multiple of shorter object lengthwhich(id==TRUE)## integer(0)colja <- rbind(colja, colja2)
str(colja)## tibble [435 × 68] (S3: tbl_df/tbl/data.frame)
## $ N : num [1:435] 237 62 61 256 129 277 128 149 281 259 ...
## $ MUESTRA : chr [1:435] "ROCOL-417" "ROCOL-224" "ROCOL-223" "ROCOL-438" ...
## $ ESTE : num [1:435] 796462 796466 796434 798382 794492 ...
## $ NORTE : num [1:435] 8480213 8480063 8480087 8477241 8478995 ...
## $ DESCRIPCIÓN: chr [1:435] "La roca es una Diorita. Propilitización, clorita - epidota- calcita. Óxidos de Fe, gohetita, 5%, hematita 2%, m"| __truncated__ "Diorita? Rx totalmente alterada y oxidada, color amarillenta y rojiza, fuerte oxidacion(goe(4),hem(2),jar(2)) p"| __truncated__ "Diorita? Rx totalmente alterada y oxidada, color amarillenta y rojiza, fuerte oxidacion(goe(4),hem(2),jar(2)) p"| __truncated__ "Roca caja: granodiorita de color girs claro, magnetismo debi, textura fanerítica de grano medio a grueso. Vetil"| __truncated__ ...
## $ ROCA : chr [1:435] "Diorita" "Diorita" "Diorita" "Granodiorita" ...
## $ Tipo_roca : chr [1:435] "intrusivo" "intrusivo" "intrusivo" "intrusivo" ...
## $ PROYECTO : chr [1:435] "Colca_Zona1" "Colca_Zona1" "Colca_Zona1" "Colca_Zona1" ...
## $ Au_ppb : chr [1:435] "3063" "10" "24" "<5" ...
## $ Ag_ppm : chr [1:435] "62" "10" "10" "<1" ...
## $ Al _% : num [1:435] 1.74 0.45 0.6 5.86 1.88 3.99 2.23 6.34 5.71 4.74 ...
## $ As_ppm : chr [1:435] "79" "60" "49" "<30" ...
## $ Ba _ppm : chr [1:435] "181.5" "84" "103" "508.7" ...
## $ Be_ppm : chr [1:435] "<5" "<5" "<5" "<5" ...
## $ Bi_ppm : chr [1:435] "<0.1" "0.1" "0.1" "<0.1" ...
## $ Ca _% : num [1:435] 3.51 0.17 0.12 0.54 9.19 0.39 9.31 0.38 0.66 0.34 ...
## $ Cd_ppm : chr [1:435] "6.7" "40.5" "0.8" "0.2" ...
## $ Ce_ppm : num [1:435] 159 4.3 6.7 14.9 77.6 7.2 43.6 19.1 20 34.1 ...
## $ Co_ppm : num [1:435] 62.7 14.5 33.7 4.4 7.5 5.5 11.4 6.5 5 95.1 ...
## $ Cr_ppm : chr [1:435] "<10" "23" "14" "21" ...
## $ Cs_ppm : chr [1:435] "2.1" "0.4" "0.4" "1.3" ...
## $ Cu_ppm : chr [1:435] "74940" "700" "1020" "29" ...
## $ Dy_ppm : chr [1:435] "1.74" "0.23" "0.44" "0.83" ...
## $ Er_ppm : chr [1:435] "1.13" "0.15" "0.31" "0.52" ...
## $ Eu_ppm : chr [1:435] "0.65" "0.12" "0.19" "0.73" ...
## $ Fe _% : chr [1:435] "24.67" ">30" ">30" "1.05" ...
## $ Ga_ppm : chr [1:435] "13" "16" "17" "14" ...
## $ Gd_ppm : chr [1:435] "2.35" "0.25" "0.53" "0.89" ...
## $ Ge_ppm : chr [1:435] "2" "2" "3" "1" ...
## $ Hf_ppm : chr [1:435] "1" "2" "2" "<1" ...
## $ Ho_ppm : chr [1:435] "0.36" "0.05" "0.1" "0.16" ...
## $ In_ppm : chr [1:435] "1.3" "<0.2" "<0.2" "<0.2" ...
## $ K _% : num [1:435] 0.38 0.27 0.26 4.88 0.56 3.65 0.65 3.11 3.84 4.26 ...
## $ La_ppm : num [1:435] 137 3.7 6 9.2 39.7 3.4 22.7 10.3 9.7 23 ...
## $ Li_ppm : chr [1:435] "16" "14" "12" "<10" ...
## $ Lu_ppm : chr [1:435] "0.16" "<0.05" "0.05" "0.1" ...
## $ Mg_% : num [1:435] 0.36 0.18 0.16 0.09 0.18 0.19 0.34 0.05 0.19 0.1 ...
## $ Mn _ppm : num [1:435] 426 152 195 224 4082 ...
## $ Mo_ppm : chr [1:435] "160" "132" "101" "5" ...
## $ Na % : chr [1:435] NA NA NA NA ...
## $ Nb_ppm : chr [1:435] "1" "<1" "2" "5" ...
## $ Nd_ppm : chr [1:435] "27.9" "1.2" "2.2" "4.9" ...
## $ Ni_ppm : chr [1:435] "36" "52" "187" "<5" ...
## $ P _% : chr [1:435] "0.09" "0.14000000000000001" "0.09" "0.01" ...
## $ Pb_ppm : chr [1:435] ">10000" "8100" "4499" "35" ...
## $ Pr_ppm : chr [1:435] "10.86" "0.37" "0.6" "1.44" ...
## $ Rb_ppm : num [1:435] 13.2 1.5 4.7 154.7 38.5 ...
## $ S% : chr [1:435] NA NA NA NA ...
## $ Se ppm : chr [1:435] NA NA NA NA ...
## $ Sb_ppm : chr [1:435] "3" "1.3" "1.2" "<0.5" ...
## $ Sc_ppm : chr [1:435] "<5" "<5" "<5" "<5" ...
## $ Sm_ppm : chr [1:435] "2.7" "0.2" "0.5" "0.9" ...
## $ Sn_ppm : chr [1:435] "2" "<1" "<1" "<1" ...
## $ Sr_ppm : num [1:435] 44.4 45.7 39.7 140.1 51.2 ...
## $ Ta_ppm : chr [1:435] "6" "<0.5" "<0.5" "<0.5" ...
## $ Tb_ppm : chr [1:435] "0.24" "<0.05" "7.0000000000000007E-2" "0.12" ...
## $ Th_ppm : chr [1:435] "2.3" "1.9" "1.6" "18.2" ...
## $ Te ppm : chr [1:435] NA NA NA NA ...
## $ Ti _% : chr [1:435] "0.07" "0.03" "0.05" "0.07" ...
## $ Tl_ppm : chr [1:435] "<0.5" "<0.5" "<0.5" "<0.5" ...
## $ Tm_ppm : chr [1:435] "0.17" "<0.05" "<0.05" "0.08" ...
## $ U_ppm : chr [1:435] "7.9" "0.89" "1.51" "2.6" ...
## $ V_ppm : num [1:435] 393 493 382 16 45 27 50 13 26 35 ...
## $ W_ppm : chr [1:435] "<1" "<1" "2" "<1" ...
## $ Y_ppm : chr [1:435] "11.5" "1.5" "2.7" "6.3" ...
## $ Yb_ppm : chr [1:435] "1" "0.2" "0.2" "0.6" ...
## $ Zn_ppm : chr [1:435] "2113" "120" "400" "145" ...
## $ Zr_ppm : chr [1:435] "38.6" "57" "56.3" "20.1" ...col <- c("MUESTRA","ROCA","Tipo_roca")
colja[col] <- lapply(colja[col] , factor)
summary(colja)## N MUESTRA ESTE NORTE
## Min. : 1.0 ROCOL-157: 1 Min. :785820 Min. :8451823
## 1st Qu.:109.5 ROCOL-158: 1 1st Qu.:794300 1st Qu.:8480502
## Median :223.0 ROCOL-159: 1 Median :795517 Median :8482027
## Mean :222.9 ROCOL-160: 1 Mean :795078 Mean :8482166
## 3rd Qu.:334.5 ROCOL-161: 1 3rd Qu.:796790 3rd Qu.:8483120
## Max. :445.0 ROCOL-162: 1 Max. :799971 Max. :8685505
## (Other) :429
## DESCRIPCIÓN ROCA Tipo_roca PROYECTO
## Length:435 Andesita :250 intrusivo:179 Length:435
## Class :character Dacita : 6 volcanico:256 Class :character
## Mode :character Diorita :138 Mode :character
## Granodiorita: 36
## Monzonita : 3
## Tonalita : 2
##
## Au_ppb Ag_ppm Al _% As_ppm
## Length:435 Length:435 Min. : 0.180 Length:435
## Class :character Class :character 1st Qu.: 6.685 Class :character
## Mode :character Mode :character Median : 7.690 Mode :character
## Mean : 7.193
## 3rd Qu.: 8.345
## Max. :11.540
##
## Ba _ppm Be_ppm Bi_ppm Ca _%
## Length:435 Length:435 Length:435 Min. : 0.03
## Class :character Class :character Class :character 1st Qu.: 2.12
## Mode :character Mode :character Mode :character Median : 4.15
## Mean : 17.64
## 3rd Qu.: 10.30
## Max. :366.00
##
## Cd_ppm Ce_ppm Co_ppm Cr_ppm
## Length:435 Min. : 0.50 Min. : 1.10 Length:435
## Class :character 1st Qu.: 16.90 1st Qu.: 13.25 Class :character
## Mode :character Median : 22.70 Median : 23.00 Mode :character
## Mean : 30.72 Mean : 38.86
## 3rd Qu.: 36.40 3rd Qu.: 33.20
## Max. :958.10 Max. :918.50
##
## Cs_ppm Cu_ppm Dy_ppm Er_ppm
## Length:435 Length:435 Length:435 Length:435
## Class :character Class :character Class :character Class :character
## Mode :character Mode :character Mode :character Mode :character
##
##
##
##
## Eu_ppm Fe _% Ga_ppm Gd_ppm
## Length:435 Length:435 Length:435 Length:435
## Class :character Class :character Class :character Class :character
## Mode :character Mode :character Mode :character Mode :character
##
##
##
##
## Ge_ppm Hf_ppm Ho_ppm In_ppm
## Length:435 Length:435 Length:435 Length:435
## Class :character Class :character Class :character Class :character
## Mode :character Mode :character Mode :character Mode :character
##
##
##
##
## K _% La_ppm Li_ppm Lu_ppm
## Min. :0.020 Min. : 0.30 Length:435 Length:435
## 1st Qu.:0.550 1st Qu.: 7.60 Class :character Class :character
## Median :1.020 Median : 10.40 Mode :character Mode :character
## Mean :1.349 Mean : 14.68
## 3rd Qu.:1.875 3rd Qu.: 17.60
## Max. :5.030 Max. :458.00
##
## Mg_% Mn _ppm Mo_ppm Na %
## Min. :0.020 Min. : 69.0 Length:435 Length:435
## 1st Qu.:0.665 1st Qu.: 529.5 Class :character Class :character
## Median :1.400 Median : 979.0 Mode :character Mode :character
## Mean :1.453 Mean : 1077.2
## 3rd Qu.:2.170 3rd Qu.: 1428.0
## Max. :6.240 Max. :10514.0
##
## Nb_ppm Nd_ppm Ni_ppm P _%
## Length:435 Length:435 Length:435 Length:435
## Class :character Class :character Class :character Class :character
## Mode :character Mode :character Mode :character Mode :character
##
##
##
##
## Pb_ppm Pr_ppm Rb_ppm S%
## Length:435 Length:435 Min. : 0.50 Length:435
## Class :character Class :character 1st Qu.: 16.50 Class :character
## Mode :character Mode :character Median : 36.40 Mode :character
## Mean : 46.62
## 3rd Qu.: 68.25
## Max. :206.20
##
## Se ppm Sb_ppm Sc_ppm Sm_ppm
## Length:435 Length:435 Length:435 Length:435
## Class :character Class :character Class :character Class :character
## Mode :character Mode :character Mode :character Mode :character
##
##
##
##
## Sn_ppm Sr_ppm Ta_ppm Tb_ppm
## Length:435 Min. : 3.6 Length:435 Length:435
## Class :character 1st Qu.: 183.4 Class :character Class :character
## Mode :character Median : 347.7 Mode :character Mode :character
## Mean : 342.5
## 3rd Qu.: 442.8
## Max. :1539.0
##
## Th_ppm Te ppm Ti _% Tl_ppm
## Length:435 Length:435 Length:435 Length:435
## Class :character Class :character Class :character Class :character
## Mode :character Mode :character Mode :character Mode :character
##
##
##
##
## Tm_ppm U_ppm V_ppm W_ppm
## Length:435 Length:435 Min. : 5.0 Length:435
## Class :character Class :character 1st Qu.: 142.5 Class :character
## Mode :character Mode :character Median : 210.0 Mode :character
## Mean : 214.7
## 3rd Qu.: 258.0
## Max. :2989.0
##
## Y_ppm Yb_ppm Zn_ppm Zr_ppm
## Length:435 Length:435 Length:435 Length:435
## Class :character Class :character Class :character Class :character
## Mode :character Mode :character Mode :character Mode :character
##
##
##
## # convertir los caracters a factores
colja <- mutate_if(colja, is.character, as.factor)
# convertir los caracteres 'MUESTRA', 'ROCA', etc. to factor:
colja <- mutate_at(colja, vars(MUESTRA, ROCA), as.factor)Data debajo del límite de detección
Buscando el Oro
colja$Au_ppb## [1] 3063 10 24 <5 <5 <5 <5 <5 <5 74 <5 <5 <5 <5 151
## [16] <5 <5 <5 <5 <5 <5 <5 <5 <5 <5 5 <5 <5 7 17
## [31] <5 9 7 <5 25 <5 <5 <5 <5 <5 <5 <5 <5 <5 <5
## [46] <5 <5 1594 <5 12 8 6 <5 <5 46 7 <5 24 <5 8
## [61] 8 <5 <5 <5 <5 <5 <5 <5 <5 <5 7 <5 8 <5 <5
## [76] <5 <5 <5 <5 <5 <5 <5 <5 <5 <5 <5 <5 7 <5 <5
## [91] 346 94 26 10 <5 <5 <5 <5 <5 <5 <5 <5 5 12 <5
## [106] 46 <5 30 <5 <5 <5 <5 <5 <5 <5 975 <5 <5 <5 <5
## [121] 14 45 57 <5 <5 <5 28 17 5 <5 <5 <5 <5 <5 <5
## [136] <5 <5 9 <5 <5 15 204 <5 <5 <5 <5 1224 <5 6 2200
## [151] <5 <5 859 <5 <5 <5 <5 <5 16 <5 <5 <5 <5 85 <5
## [166] <5 12 6 <5 <5 122 <5 <5 <5 7 25 860 11 <5 <5
## [181] 6 10 324 5 14 24 208 70 168 362 65 <5 <5 <5 14
## [196] <5 5 12 5 8 6 <5 21 <5 <5 <5 <5 <5 17 7
## [211] <5 21 <5 <5 5 <5 9 18 <5 <5 <5 6 <5 <5 <5
## [226] <5 <5 <5 <5 <5 <5 <5 20 7 <5 <5 18 75 <5 <5
## [241] <5 79 <5 32 <5 <5 <5 <5 <5 77 <5 12 <5 <5 <5
## [256] 137 9 <5 <5 <5 <5 <5 26 10 <5 7 26 <5 11 20
## [271] <5 12 <5 333 14 <5 <5 19 <5 <5 <5 17 <5 <5 46
## [286] 8 <5 <5 <5 5 5 <5 <5 <5 558 <5 158 <5 6 <5
## [301] <5 <5 <5 74 <5 20 <5 19 208 9 <5 21 <5 <5 9
## [316] <5 262 <5 <5 <5 6 7 <5 <5 7 <5 10 13 <5 13
## [331] <5 <5 71 <5 <5 <5 <5 <5 13 <5 <5 <5 <5 <5 <5
## [346] 8 13 6 <5 12 <5 30 108 <5 29 18 27 <5 11 859
## [361] 289 6 12 134 <5 <5 <5 <5 <5 <5 73 40 9 50 9
## [376] 13 15 815 51 479 10 9 7 <5 <5 83 <5 14 16 <5
## [391] 548 <5 5 6 <5 5 9 <5 <5 <5 <5 128 <5 23 11
## [406] 1089 <5 <5 <5 <5 7 <5 <5 <5 26 <5 <5 <5 <5 <5
## [421] <5 84 <5 <5 <5 28 <5 6 <5 <5 <5 55 11 22 8
## 75 Levels: <5 10 108 1089 11 12 122 1224 128 13 134 137 14 15 151 158 ... 975# preparando para tratamiento
Au <- gsub("<", "", x = colja$Au_ppb) # Genero solo valores
CenAu <- str_detect(colja$Au_ppb, "<") # identifico cuales estan debajo del LD
colja$Au_com <- as.numeric(Au)
colja$CenAu <- as.logical(CenAu)Algunos simples analisis
attach(colja)## The following object is masked _by_ .GlobalEnv:
##
## CenAucboxplot(Au_com, CenAu)
cboxplot(Au_com, CenAu, xgroup = Tipo_roca, show = TRUE)
#CDF-Empirical
cen_ecdf(Au_com, CenAu, Tipo_roca, Ylab = "Au concentration, in ppb")
cenCompareCdfs(Au_com, CenAu)
cenCompareCdfs(Au_com, CenAu, dist3="weibull")
#Q-Q plot
cenQQ(Au_com, CenAu) #default lognormal comparison
#Shapiro-Francia W=0.894 (like r-square to PPCC)Bivariantes
El oro relacionado con el Cu, además se puede relacionar al Pb, Zn y Mo.
colja$Cu_ppm## [1] 74940 700 1020
## [4] 29 21 59
## [7] 18 12 52
## [10] 2031 24 14
## [13] 16 9 >10000
## [16] 21.6 29.4 219
## [19] 114 195 149
## [22] 149.9 41 80
## [25] 49.3 148 115
## [28] 35 165 192
## [31] 18 256 145
## [34] 337 96 127
## [37] 33.6 107 95
## [40] 129 68 16.899999999999999
## [43] 79 32 57
## [46] 33.1 118 24310
## [49] 42 55.4 181.5
## [52] 98 115 250
## [55] 814 78 102
## [58] 363 134 119
## [61] 167 83 27.4
## [64] 77 109 84.9
## [67] 162 103 189
## [70] 25.8 243.1 143
## [73] 47 62 367
## [76] 90 160 96
## [79] 24.6 35 186
## [82] 65 62 66
## [85] 62 65.099999999999994 141
## [88] 72 40 102
## [91] 6932 4203 1327
## [94] 200 40 18
## [97] 106.1 40 77
## [100] 141 40 64
## [103] 208.7 1099 90
## [106] 3079 50 288
## [109] 164 18 31
## [112] 54 21 38
## [115] 20 >10000 16
## [118] 103 203 77
## [121] 1292 944 900.3
## [124] 53 71.900000000000006 28.7
## [127] 616 243 255
## [130] 56 59.7 51
## [133] 474 45 32
## [136] 31 29 90
## [139] 168.1 100 618
## [142] 1975 219.3 19
## [145] 49 169 >10000
## [148] 24 41 29710
## [151] 66 29 >10000
## [154] 15 39 44
## [157] 61 134 101
## [160] 30 15 86.7
## [163] 21 2194 17
## [166] 273 756.1 19.3
## [169] 83 15.5 11240
## [172] 22.8 179.9 23.5
## [175] 116.9 643.70000000000005 7209
## [178] 379.3 23.3 115
## [181] 106 95 751
## [184] 3208 72 298
## [187] 26680 3955 14830
## [190] 11340 984 262
## [193] 206 275 92
## [196] 34 96 190
## [199] 53 73 56
## [202] 54 464 56
## [205] 87 165 167
## [208] 50 31 98
## [211] 162 151 85
## [214] 54 105 127
## [217] 138 83 128
## [220] 73 84 157
## [223] 96 56 87
## [226] 101 820 46
## [229] 62 426 26
## [232] 92 15070 460
## [235] 159 2054 258
## [238] 177 97 134
## [241] 95 85 112
## [244] 455 25 123
## [247] 86 131 36
## [250] 4670 2382 841
## [253] 109 62 96
## [256] 121 75 58
## [259] 60 88 85
## [262] 160 171 65
## [265] 18 80 31
## [268] 205 18 46010
## [271] 791 1146 52
## [274] 4132 154 53
## [277] 2167 15 67
## [280] 70 111 21
## [283] 144 14 5800
## [286] 557 23 131
## [289] 15 148 36
## [292] 122 10 6
## [295] 87960 29 9046
## [298] 189 652 89
## [301] 22 125 15
## [304] 16070 87 38
## [307] 76 530 6544
## [310] 1050 66 74
## [313] 29 9 76
## [316] 119 63 62
## [319] 133 97 40
## [322] 250 26 251
## [325] 60 13 28
## [328] 392 33 135
## [331] 373 138 2345
## [334] 52 33 178
## [337] 353 25 14
## [340] 176 13 35
## [343] 67 14 132
## [346] 83 571 183
## [349] 92 253 32
## [352] 80 185 16
## [355] 763 74 63280
## [358] 193 221 20080
## [361] 380 26 56
## [364] 2288 357 27
## [367] 144 30 22
## [370] 10 950 442
## [373] 50 210 850
## [376] 322 68 593
## [379] 162 40490 72
## [382] 143 226.5 48.6
## [385] 13.7 249.7 87.4
## [388] 35.700000000000003 201.7 30.4
## [391] >10000 45.1 117.9
## [394] 137.6 31.4 185.6
## [397] 216.5 77 31.3
## [400] 29.8 17.5 >10000
## [403] 96.5 9134 >10000
## [406] >10000 409.2 360.2
## [409] 457.4 551 138.30000000000001
## [412] 108.3 54.5 25.6
## [415] 843.6 135.1 226.4
## [418] 286.89999999999998 338.9 274.3
## [421] 32.4 7305 133.69999999999999
## [424] 48.9 130 3830
## [427] 222.2 70.099999999999994 171
## [430] 100.1 96.4 5232
## [433] 220.5 91.6 124.1
## 307 Levels: >10000 10 100 100.1 101 102 1020 103 105 1050 106 106.1 ... 984# preparando para tratamiento
Cu <- gsub(">", "", x = colja$Cu_ppm) # Genero solo valores
CenCu <- str_detect(colja$Au_ppb, ">") # identifico cuales estan arriba del LD
colja$Cu_com <- as.numeric(Cu)
colja$CenCu <- as.logical(CenCu)
attach(colja)## The following objects are masked _by_ .GlobalEnv:
##
## CenAu, CenCu## The following objects are masked from colja (pos = 3):
##
## Ag_ppm, Al _%, As_ppm, Au_com, Au_ppb, Ba _ppm, Be_ppm, Bi_ppm, Ca
## _%, Cd_ppm, Ce_ppm, CenAu, Co_ppm, Cr_ppm, Cs_ppm, Cu_ppm,
## DESCRIPCIÓN, Dy_ppm, Er_ppm, ESTE, Eu_ppm, Fe _%, Ga_ppm, Gd_ppm,
## Ge_ppm, Hf_ppm, Ho_ppm, In_ppm, K _%, La_ppm, Li_ppm, Lu_ppm, Mg_%,
## Mn _ppm, Mo_ppm, MUESTRA, N, Na %, Nb_ppm, Nd_ppm, Ni_ppm, NORTE, P
## _%, Pb_ppm, Pr_ppm, PROYECTO, Rb_ppm, ROCA, S%, Sb_ppm, Sc_ppm, Se
## ppm, Sm_ppm, Sn_ppm, Sr_ppm, Ta_ppm, Tb_ppm, Te ppm, Th_ppm, Ti _%,
## Tipo_roca, Tl_ppm, Tm_ppm, U_ppm, V_ppm, W_ppm, Y_ppm, Yb_ppm,
## Zn_ppm, Zr_ppmcenxyplot(Au_com, CenAu, Cu_com, CenCu, xlab="Au", ylab="Cu")
cenperm2(Au_com, CenAu, Tipo_roca) # test permutacion robusto## Permutation test of mean CensData: Au_com by Factor: Tipo_roca
## 9999 Permutations alternative = two.sided
## mean of intrusivo = 69.82 to 73.31 mean of volcanico = 36.11 to 38.81
## Mean (intrusivo - volcanico) = 33.71 to 34.5 p = 0.1464 to 0.1354
## cen1way (Au_com, CenAu, Tipo_roca) # test de Peto-Peto## grp N PctND KMmean KMsd KMmedian
## 1 intrusivo 179 69.83 73.31 334.0 <5
## 2 volcanico 256 53.91 38.81 122.4 <5
##
## Oneway Peto-Peto test of CensData: Au_com by Factor: Tipo_roca
## Chisq = 9.447 on 1 degrees of freedom p = 0.00211cen_ecdf (Cu_com, CenCu, Tipo_roca)
cen_ecdf (Au_com, CenAu, Tipo_roca)
Análisis Espacial y Transformación
couch_data <- read_xlsx(path = "data_IIC3/GQ_Colca_Limpio.xlsx", col_names = TRUE)
str(couch_data)## tibble [179 × 54] (S3: tbl_df/tbl/data.frame)
## $ N : num [1:179] 237 408 354 296 400 62 61 323 14 132 ...
## $ MUESTRA : chr [1:179] "ROCOL-417" "ROCOL-608" "ROCOL-547" "ROCOL-482" ...
## $ ESTE : num [1:179] 796462 795507 794698 796975 796434 ...
## $ NORTE : num [1:179] 8480213 8480689 8481879 8481310 8480090 ...
## $ DESCRIPCIÓN: chr [1:179] "La roca es una Diorita. Propilitización, clorita - epidota- calcita. Óxidos de Fe, gohetita, 5%, hematita 2%, m"| __truncated__ "Diorita. Propilítica en los bordes de la veta. OxFe. Gohetita 10%, hematita 2%, py 2%, cpy 3% y malaquita 2%. V"| __truncated__ "Diorita. Fotos 373-384 dela veta. El detalle fotos 385-404. Propilitica a los bordes, clorita, epidota y calcit"| __truncated__ "Roca alterada y oxidada, posiblemente intrusivo (diorita), color gris a chocolate , textura obliterada, efervec"| __truncated__ ...
## $ ROCA : chr [1:179] "Diorita" "Diorita" "Diorita" "Diorita" ...
## $ Tipo_roca : chr [1:179] "intrusivo" "intrusivo" "intrusivo" "intrusivo" ...
## $ PROYECTO : chr [1:179] "Colca_Zona1" "Colca_Zona2" "Colca_Zona2" "Colca_Zona1" ...
## $ Ag_ppm_com : num [1:179] 62 15 25 19 5.19 10 10 40 4 3 ...
## $ Al _% : num [1:179] 1.74 4.61 6.59 5.37 0.64 0.45 0.6 1.93 7.99 3.18 ...
## $ As_ppm_com : num [1:179] 79 81 11 2.3 88 ...
## $ Au_ppb_com : num [1:179] 3063 1224 975 2200 25 ...
## $ Ba _ppm : num [1:179] 182 51 851 669 104 ...
## $ Bi_ppm_com : num [1:179] 0.0514 0.16 0.38 1.5 0.21 ...
## $ Ca _% : num [1:179] 3.51 10 28 1.9 19 ...
## $ Cd_ppm_com : num [1:179] 6.7 8.02 8.92 2.6 0.21 40.5 0.8 2.7 0.6 2.6 ...
## $ Ce_ppm : num [1:179] 159 35.17 23.87 35.5 8.37 ...
## $ Co_ppm : num [1:179] 62.7 20.5 52.1 72 17.6 ...
## $ Cr_ppm_com : num [1:179] 10 10 28 34 19 23 14 17 22 33 ...
## $ Cs_ppm_com : num [1:179] 2.1 6.07 1.38 13.2 0.77 0.4 0.4 0.6 5.4 2.2 ...
## $ Cu_ppm : num [1:179] 74940 16585 16585 29710 644 ...
## $ Fe _% : num [1:179] 24.67 12.54 10.06 7.21 22 ...
## $ Ga_ppm : num [1:179] 13 12.9 13.5 15 14.6 16 17 12 18 8 ...
## $ Gd_ppm_com : num [1:179] 2.35 12 11 3.53 5.19 0.25 0.53 1.88 6.13 3.02 ...
## $ Ge_ppm_com : num [1:179] 2 0.8 0.5 1 2.4 2 3 3 0.3 0.5 ...
## $ Hf_ppm_com : num [1:179] 1 0.93 1.45 3 1.42 ...
## $ In_ppm_com : num [1:179] 1.3 1.13 0.45 0.2 0.07 ...
## $ K _% : num [1:179] 0.38 0.37 2.19 2.06 0.3 0.27 0.26 0.5 1.69 0.3 ...
## $ La_ppm : num [1:179] 137 18 14 14.3 7.4 3.7 6 14.6 27.4 3.8 ...
## $ Li_ppm_com : num [1:179] 16 26 15 23 12 ...
## $ Lu_ppm_com : num [1:179] 0.16 0.36 0.17 0.28 0.05 ...
## $ Mg_% : num [1:179] 0.36 1.25 1.05 0.57 0.14 0.18 0.16 0.85 1.01 0.77 ...
## $ Mn _ppm : num [1:179] 426 398 501 896 138 ...
## $ Mo_ppm_com : num [1:179] 160 1083.43 2.65 15 26.57 ...
## $ Nb_ppm_com : num [1:179] 1 2.9 9.1 16 1.2 ...
## $ Ni_ppm_com : num [1:179] 36 12 12.8 27 107.3 ...
## $ P _%com : num [1:179] 0.09 913 1380 0.08 1994 ...
## $ Pb_ppm : num [1:179] 11235 11235 11235 22000 8575 ...
## $ Rb_ppm : num [1:179] 13.2 20.6 58.2 75.7 4.1 1.5 4.7 7.9 42.2 11.2 ...
## $ Sb_ppm_com : num [1:179] 3 21.1 1.34 1 1.21 ...
## $ Sc_ppm_com : num [1:179] 3.3 9.8 14.8 9.3 3 ...
## $ Sn_ppm_com : num [1:179] 2 1.6 2.3 2 1.4 ...
## $ Sr_ppm : num [1:179] 44.4 76.6 183.2 165 51.8 ...
## $ Ta_ppm_com : num [1:179] 6 0.75 1.4 19 0.66 ...
## $ Tb_ppm_com : num [1:179] 0.24 0.65 0.52 0.56 0.09 ...
## $ Th_ppm : num [1:179] 2.3 3.8 2.9 6.8 1.2 1.9 1.6 1.2 7.5 0.9 ...
## $ Tl_ppm_com : num [1:179] 0.238 0.11 0.49 0.177 0.05 ...
## $ U_ppm : num [1:179] 7.9 24.5 1.3 7.4 1.3 0.89 1.51 6 4.47 0.33 ...
## $ V_ppm : num [1:179] 393 278 164 74 398 493 382 328 537 101 ...
## $ W_ppm_com : num [1:179] 0.365 1.1 4.7 1 1.8 ...
## $ Y_ppm : num [1:179] 11.5 19.7 14.8 22.5 3.2 1.5 2.7 9.7 27.2 18.4 ...
## $ Yb_ppm_com : num [1:179] 1 2.4 1.4 1.9 0.3 0.2 0.2 1 2.7 1.9 ...
## $ Zn_ppm : num [1:179] 2113 2429 7736 1200 237 ...
## $ Zr_ppm : num [1:179] 38.6 28.7 35.2 70.4 48.6 57 56.3 48.8 59.5 19.3 ...carac <- c(2,5:8)
couch_data[carac] <- lapply(couch_data[carac] , factor)
str(couch_data)## tibble [179 × 54] (S3: tbl_df/tbl/data.frame)
## $ N : num [1:179] 237 408 354 296 400 62 61 323 14 132 ...
## $ MUESTRA : Factor w/ 179 levels "ROCOL-163","ROCOL-164",..: 80 149 137 122 145 13 12 129 3 26 ...
## $ ESTE : num [1:179] 796462 795507 794698 796975 796434 ...
## $ NORTE : num [1:179] 8480213 8480689 8481879 8481310 8480090 ...
## $ DESCRIPCIÓN: Factor w/ 174 levels "Afloramiento de Diorita, textura fanerítica, cuarzo<10% , Silificaciòn debil, FeOx en fracturas, clorita debil "| __truncated__,..: 127 65 62 153 6 75 75 126 9 10 ...
## $ ROCA : Factor w/ 4 levels "Diorita","Granodiorita",..: 1 1 1 1 1 1 1 1 1 1 ...
## $ Tipo_roca : Factor w/ 1 level "intrusivo": 1 1 1 1 1 1 1 1 1 1 ...
## $ PROYECTO : Factor w/ 2 levels "Colca_Zona1",..: 1 2 2 1 2 1 1 1 1 1 ...
## $ Ag_ppm_com : num [1:179] 62 15 25 19 5.19 10 10 40 4 3 ...
## $ Al _% : num [1:179] 1.74 4.61 6.59 5.37 0.64 0.45 0.6 1.93 7.99 3.18 ...
## $ As_ppm_com : num [1:179] 79 81 11 2.3 88 ...
## $ Au_ppb_com : num [1:179] 3063 1224 975 2200 25 ...
## $ Ba _ppm : num [1:179] 182 51 851 669 104 ...
## $ Bi_ppm_com : num [1:179] 0.0514 0.16 0.38 1.5 0.21 ...
## $ Ca _% : num [1:179] 3.51 10 28 1.9 19 ...
## $ Cd_ppm_com : num [1:179] 6.7 8.02 8.92 2.6 0.21 40.5 0.8 2.7 0.6 2.6 ...
## $ Ce_ppm : num [1:179] 159 35.17 23.87 35.5 8.37 ...
## $ Co_ppm : num [1:179] 62.7 20.5 52.1 72 17.6 ...
## $ Cr_ppm_com : num [1:179] 10 10 28 34 19 23 14 17 22 33 ...
## $ Cs_ppm_com : num [1:179] 2.1 6.07 1.38 13.2 0.77 0.4 0.4 0.6 5.4 2.2 ...
## $ Cu_ppm : num [1:179] 74940 16585 16585 29710 644 ...
## $ Fe _% : num [1:179] 24.67 12.54 10.06 7.21 22 ...
## $ Ga_ppm : num [1:179] 13 12.9 13.5 15 14.6 16 17 12 18 8 ...
## $ Gd_ppm_com : num [1:179] 2.35 12 11 3.53 5.19 0.25 0.53 1.88 6.13 3.02 ...
## $ Ge_ppm_com : num [1:179] 2 0.8 0.5 1 2.4 2 3 3 0.3 0.5 ...
## $ Hf_ppm_com : num [1:179] 1 0.93 1.45 3 1.42 ...
## $ In_ppm_com : num [1:179] 1.3 1.13 0.45 0.2 0.07 ...
## $ K _% : num [1:179] 0.38 0.37 2.19 2.06 0.3 0.27 0.26 0.5 1.69 0.3 ...
## $ La_ppm : num [1:179] 137 18 14 14.3 7.4 3.7 6 14.6 27.4 3.8 ...
## $ Li_ppm_com : num [1:179] 16 26 15 23 12 ...
## $ Lu_ppm_com : num [1:179] 0.16 0.36 0.17 0.28 0.05 ...
## $ Mg_% : num [1:179] 0.36 1.25 1.05 0.57 0.14 0.18 0.16 0.85 1.01 0.77 ...
## $ Mn _ppm : num [1:179] 426 398 501 896 138 ...
## $ Mo_ppm_com : num [1:179] 160 1083.43 2.65 15 26.57 ...
## $ Nb_ppm_com : num [1:179] 1 2.9 9.1 16 1.2 ...
## $ Ni_ppm_com : num [1:179] 36 12 12.8 27 107.3 ...
## $ P _%com : num [1:179] 0.09 913 1380 0.08 1994 ...
## $ Pb_ppm : num [1:179] 11235 11235 11235 22000 8575 ...
## $ Rb_ppm : num [1:179] 13.2 20.6 58.2 75.7 4.1 1.5 4.7 7.9 42.2 11.2 ...
## $ Sb_ppm_com : num [1:179] 3 21.1 1.34 1 1.21 ...
## $ Sc_ppm_com : num [1:179] 3.3 9.8 14.8 9.3 3 ...
## $ Sn_ppm_com : num [1:179] 2 1.6 2.3 2 1.4 ...
## $ Sr_ppm : num [1:179] 44.4 76.6 183.2 165 51.8 ...
## $ Ta_ppm_com : num [1:179] 6 0.75 1.4 19 0.66 ...
## $ Tb_ppm_com : num [1:179] 0.24 0.65 0.52 0.56 0.09 ...
## $ Th_ppm : num [1:179] 2.3 3.8 2.9 6.8 1.2 1.9 1.6 1.2 7.5 0.9 ...
## $ Tl_ppm_com : num [1:179] 0.238 0.11 0.49 0.177 0.05 ...
## $ U_ppm : num [1:179] 7.9 24.5 1.3 7.4 1.3 0.89 1.51 6 4.47 0.33 ...
## $ V_ppm : num [1:179] 393 278 164 74 398 493 382 328 537 101 ...
## $ W_ppm_com : num [1:179] 0.365 1.1 4.7 1 1.8 ...
## $ Y_ppm : num [1:179] 11.5 19.7 14.8 22.5 3.2 1.5 2.7 9.7 27.2 18.4 ...
## $ Yb_ppm_com : num [1:179] 1 2.4 1.4 1.9 0.3 0.2 0.2 1 2.7 1.9 ...
## $ Zn_ppm : num [1:179] 2113 2429 7736 1200 237 ...
## $ Zr_ppm : num [1:179] 38.6 28.7 35.2 70.4 48.6 57 56.3 48.8 59.5 19.3 ...a <- cor(couch_data[ ,9:ncol(couch_data)])
a[a < -0.5 | a < 0.5] = 0
corrplot::corrplot(a)
Apur <- couch_data[ ,c("NORTE","ESTE")]
Apur <- Apur[ ,order(c(names(Apur)))]
sputm <- SpatialPoints(Apur, proj4string=CRS("+proj=utm +zone=18 +south +datum=WGS84"))
spgeo <- spTransform(sputm, CRS("+proj=longlat +datum=WGS84"))
spgeo <- as.data.frame(spgeo)
colnames(spgeo) <- c("lng","lat")
df_final <- cbind(couch_data, spgeo)
df_final <- st_as_sf(df_final, coords = c("lng", "lat"),
remove = FALSE, crs = 4326, agr = "constant")
df_transform <- df_final %>%
mutate(Cu_ppm_log = log(Cu_ppm),
Ag_ppm_log = log(Ag_ppm_com),
Au_ppm_log = log(Au_ppb_com),
As_ppm_log = log(As_ppm_com),
Sb_ppm_log = log(Sb_ppm_com))
mapview(df_transform, zcol=c("Cu_ppm_log","Ag_ppm_log", "Au_ppm_log","As_ppm_log", "Sb_ppm_log"), hide=TRUE)cols = c("green", "yellow", "red")
m1 <- mapview(df_transform, zcol="Cu_ppm_log", col.regions = cols,
popup = popupTable(df_transform,
zcol =c("Cu_ppm")))## Warning: Found less unique colors (3) than unique zcol values (145)!
## Interpolating color vector to match number of zcol values.m2 <- mapview(df_transform, zcol="Ag_ppm_log", col.regions = cols,
popup = popupTable(df_transform,
zcol =c("Ag_ppm_com")))## Warning: Found less unique colors (3) than unique zcol values (120)!
## Interpolating color vector to match number of zcol values.m3 <- mapview(df_transform, zcol="Au_ppm_log", col.regions = cols,
popup = popupTable(df_transform,
zcol =c("Au_ppb_com")))## Warning: Found less unique colors (3) than unique zcol values (156)!
## Interpolating color vector to match number of zcol values.m4 <- mapview(df_transform, zcol="As_ppm_log", col.regions = cols,
popup = popupTable(df_transform,
zcol =c("As_ppm_com")))## Warning: Found less unique colors (3) than unique zcol values (106)!
## Interpolating color vector to match number of zcol values.m5 <- mapview(df_transform, zcol="Sb_ppm_log", col.regions = cols,
popup = popupTable(df_transform,
zcol =c("Sb_ppm_com")))## Warning: Found less unique colors (3) than unique zcol values (110)!
## Interpolating color vector to match number of zcol values.leafsync::sync(m1, m2, m3, m4, m5)Un poco más de estadísticas
Unas pocas lineas :D! ::happy::
par(mfrow=c(2,2))
plot(log(df_final$Cu_ppm))
hist(log(df_final$Cu_ppm))
plot(density(log(df_final$Cu_ppm)))
boxplot(log(df_final$Cu_ppm))
Análisis Avanzado
# library(MASS)
# b <- boxcox(lm(df_final$Cu_ppm ~ 1))
# b <- boxcox(lm(df_final$Ag_ppm_com ~ 1))
# b <- boxcox(lm(df_final$`Al _%` ~ 1))
# b <- boxcox(lm(df_final$As_ppm_com ~ 1))
# b <- boxcox(lm(df_final$Au_ppb_com ~ 1))
# b <- boxcox(lm(df_final$`Ba _ppm` ~ 1))
# b <- boxcox(lm(df_final$Bi_ppm_com ~ 1))
#
#
# # Exact lambda
# lambda <- b$x[which.max(b$y)]
# new_x_exact <- (df_final$Au_ppb_com ^ lambda - 1) / lambda
# shapiro.test(new_x_exact) #no rechazamos la hipotesis nula de normalidadAnálisis de Componente Principales (PCA)
library(factoextra); library(FactoMineR)## Welcome! Want to learn more? See two factoextra-related books at https://goo.gl/ve3WBasup_tot_pca <- couch_data[ ,9:ncol(couch_data)]
res.pca_tot <- prcomp(sup_tot_pca, scale = TRUE)
eig.val <- get_eigenvalue(res.pca_tot)
eig.valfviz_eig(res.pca_tot, addlabels = TRUE, ylim=c(0,20))
var <- get_pca_var(res.pca_tot)
var## Principal Component Analysis Results for variables
## ===================================================
## Name Description
## 1 "$coord" "Coordinates for the variables"
## 2 "$cor" "Correlations between variables and dimensions"
## 3 "$cos2" "Cos2 for the variables"
## 4 "$contrib" "contributions of the variables"#Circulo de Correlacion:
#La correlacion entre las variables de los componentes principales son usadas como
# coordenadas de la variable para los PC. Segun esto las observaciones son representadas
# por su proyeccion, pero las variables son representadas por sus correlaciones.
var$coord## Dim.1 Dim.2 Dim.3 Dim.4 Dim.5
## Ag_ppm_com -0.82315694 -0.149824733 -0.032109667 -0.1335354784 0.343139312
## Al _% 0.62959374 0.148483465 -0.334208466 -0.3800983520 0.195074573
## As_ppm_com -0.62258346 -0.125050522 -0.049059473 0.1022738638 -0.261899086
## Au_ppb_com -0.79784930 0.078484085 -0.010821963 -0.2326243100 0.386353291
## Ba _ppm 0.08167410 0.321027374 0.447846732 -0.0699074572 0.039350635
## Bi_ppm_com -0.10095794 0.070918493 0.007983072 0.0662581381 -0.066948535
## Ca _% 0.04432115 -0.186223657 0.138875610 -0.6148836866 -0.395616119
## Cd_ppm_com -0.35825570 -0.234967442 -0.067843774 0.0417919585 0.151888011
## Ce_ppm -0.26939606 0.803386811 0.116860807 -0.2041338923 0.141934360
## Co_ppm -0.45241779 -0.140682692 -0.142967412 0.1498139902 -0.351641532
## Cr_ppm_com 0.09145811 -0.213893233 0.182390383 -0.4136391660 -0.373781422
## Cs_ppm_com -0.15708865 0.039895373 -0.245303709 0.1639822393 -0.232089224
## Cu_ppm -0.79410131 0.051108497 -0.005523740 -0.2554043362 0.384414142
## Fe _% -0.66367642 -0.281142274 -0.394010489 -0.0575665856 -0.113185165
## Ga_ppm 0.33257934 0.360928613 -0.388795011 0.0071575200 0.331370074
## Gd_ppm_com -0.30302172 0.643320110 -0.142595753 0.4503242338 0.109462027
## Ge_ppm_com -0.12285168 0.158572437 0.061687555 0.3912810339 0.229906381
## Hf_ppm_com 0.22337478 0.007516612 -0.576727229 -0.0080877547 0.187837534
## In_ppm_com -0.84544924 0.025172071 -0.055038673 -0.1789202797 0.106258230
## K _% 0.09125383 0.221532466 0.791106823 -0.0375976515 -0.051289709
## La_ppm -0.44517581 0.623517955 0.142843121 -0.2351572133 0.250772537
## Li_ppm_com -0.04403801 -0.126029378 -0.215430094 0.3510349307 -0.243329319
## Lu_ppm_com -0.18352790 0.880013131 -0.193886635 -0.0085935512 -0.265877468
## Mg_% 0.30531583 0.053409422 -0.736039011 -0.0863589194 0.040351690
## Mn _ppm 0.07279039 0.225214447 -0.439326377 0.2657008369 -0.192626029
## Mo_ppm_com -0.55572964 -0.084275883 -0.049278367 -0.0005614157 0.002040635
## Nb_ppm_com 0.22736611 0.753398910 0.205544017 -0.0576740670 0.055491552
## Ni_ppm_com -0.38503845 -0.360128063 -0.203062569 0.1092398732 -0.180905354
## P _%com -0.02587933 -0.115978992 -0.189050870 -0.7432718626 -0.284956605
## Pb_ppm -0.78204632 -0.139591878 -0.042029758 -0.0918290549 0.216139522
## Rb_ppm 0.11767141 0.309947038 0.694167330 0.0600444491 -0.046236211
## Sb_ppm_com -0.54751479 -0.209961337 -0.095945486 0.1888069028 -0.253356489
## Sc_ppm_com 0.28082536 0.192212505 -0.746388110 0.0194318167 0.124915988
## Sn_ppm_com -0.11147882 0.503882955 0.024924819 -0.2672500753 -0.005367089
## Sr_ppm 0.49197677 0.095411750 -0.430715462 -0.1547690386 0.288141191
## Ta_ppm_com -0.12158236 0.164113378 0.080449289 0.0280367392 0.364661514
## Tb_ppm_com -0.12042447 0.882240944 -0.281775417 -0.0407571335 -0.239090105
## Th_ppm 0.07988698 0.248920541 0.756723344 -0.0940988108 -0.057240058
## Tl_ppm_com 0.15965185 -0.141365915 -0.254905853 -0.6227845833 -0.141710069
## U_ppm -0.62749491 0.158537290 0.016193052 -0.0107788770 -0.361099402
## V_ppm -0.45792897 0.008205591 -0.433782914 0.0485829104 -0.349913957
## W_ppm_com -0.07375670 -0.086141433 0.027994045 0.0437567041 -0.042054714
## Y_ppm -0.11774733 0.909096606 -0.227491328 0.0529589209 -0.229264727
## Yb_ppm_com -0.15822264 0.867117087 -0.221127343 -0.0883817308 -0.299607300
## Zn_ppm -0.54304191 -0.046624360 -0.048402006 -0.1654918114 0.280806508
## Zr_ppm 0.19354912 -0.104745996 -0.594694750 -0.1171146276 0.166040477
## Dim.6 Dim.7 Dim.8 Dim.9 Dim.10
## Ag_ppm_com -0.120069958 0.0600818951 -0.115121960 0.13531500 -0.1161659966
## Al _% 0.332824193 -0.0449437939 0.096708203 -0.04591946 -0.0007634728
## As_ppm_com 0.162767340 -0.3159612374 -0.127871146 0.11822552 -0.0891025092
## Au_ppb_com 0.011820313 0.2154026094 0.028823342 -0.03716290 0.1731831161
## Ba _ppm 0.414965709 0.2246278536 -0.346901636 0.28834481 0.0268603555
## Bi_ppm_com 0.117623375 -0.0992701309 0.001848836 0.31908433 0.1669196543
## Ca _% -0.332787412 0.0700058604 -0.179968026 -0.21238238 0.1794262308
## Cd_ppm_com 0.009496590 0.0488040073 -0.062721072 -0.02495719 -0.2427195753
## Ce_ppm -0.257507446 0.0012268465 0.035364459 0.11189158 -0.0454402355
## Co_ppm -0.021998360 -0.1774277961 -0.173288720 0.19993046 0.3014216124
## Cr_ppm_com -0.415172031 0.1600094985 -0.267183519 -0.24507313 0.2701896194
## Cs_ppm_com 0.291343460 0.4655902108 0.080800004 -0.17421318 0.1501564317
## Cu_ppm -0.068047950 0.1762984464 0.004476015 0.01745447 0.1576139335
## Fe _% 0.060642349 -0.1901470079 -0.175370615 0.26776875 -0.0047914125
## Ga_ppm 0.287279251 -0.3726292277 -0.083140857 0.03694813 0.0373263325
## Gd_ppm_com -0.098980359 0.0758858651 -0.005208521 -0.08807724 -0.0599382505
## Ge_ppm_com -0.172410131 -0.3849938248 -0.075554485 0.08058044 0.1581872583
## Hf_ppm_com 0.047400604 0.0833967585 -0.569699226 -0.29187845 -0.0886580170
## In_ppm_com 0.176337372 0.0157970386 0.207448014 -0.10550821 0.0838600254
## K _% 0.392365025 0.0806042376 -0.250079726 0.03503365 -0.0537085754
## La_ppm -0.270528375 0.0368585279 0.046305876 0.13054357 0.0108231043
## Li_ppm_com -0.131038979 0.5884395436 0.186293870 0.08258720 -0.0184658837
## Lu_ppm_com -0.033004142 -0.0053892109 -0.014257498 -0.06714792 -0.0545651052
## Mg_% 0.103972612 0.2356497673 -0.201251405 -0.01585664 -0.0601740446
## Mn _ppm -0.043962338 0.4429243516 -0.028009212 0.11944004 -0.0131575430
## Mo_ppm_com 0.188637006 -0.0052218885 0.203553448 -0.32528412 -0.2716293330
## Nb_ppm_com 0.008271884 -0.0983740905 -0.216754031 -0.04583413 -0.1544190003
## Ni_ppm_com -0.283882255 -0.2233774933 -0.427751746 0.12340873 -0.2724181829
## P _%com 0.101963502 -0.0463150065 0.137947117 0.18279669 -0.2006969210
## Pb_ppm 0.192080771 0.1011724995 -0.074259005 -0.18381528 0.0013120800
## Rb_ppm 0.400318082 0.1370653465 -0.186702759 0.05249181 -0.0815549721
## Sb_ppm_com -0.080546287 -0.1201175026 -0.079880669 0.01692297 -0.4362616552
## Sc_ppm_com 0.044440320 0.0005031515 0.107197336 0.15273638 0.1217308641
## Sn_ppm_com -0.258517725 -0.0970295076 -0.106774139 0.10907631 0.0962783535
## Sr_ppm 0.051182735 -0.2307985414 0.116836835 -0.05143748 0.0692500309
## Ta_ppm_com -0.104770007 -0.0623382618 -0.152245832 -0.12044488 0.3537789569
## Tb_ppm_com -0.073512010 0.0104726093 0.044585283 0.04678926 -0.0714004370
## Th_ppm 0.078645501 -0.0714485413 -0.119371955 -0.23741264 -0.1215236224
## Tl_ppm_com 0.218063358 -0.0151981852 0.168787049 0.33156583 -0.1652067735
## U_ppm 0.411138622 -0.2090569384 0.064594441 -0.34387003 0.1899155923
## V_ppm 0.383778546 -0.2375940926 -0.008383122 -0.12701811 0.3224620618
## W_ppm_com 0.163533407 0.2578967233 -0.323358959 0.48381396 0.2480415448
## Y_ppm -0.074515623 0.0255631578 0.017659689 0.01026238 -0.0514810921
## Yb_ppm_com -0.001048824 -0.0067933992 0.001725917 -0.06503397 -0.0606445173
## Zn_ppm 0.126651135 0.2677378213 0.009291875 0.02999620 -0.1774574481
## Zr_ppm 0.083023465 0.0810058114 -0.512746675 -0.24965572 -0.0930295625
## Dim.11 Dim.12 Dim.13 Dim.14 Dim.15
## Ag_ppm_com 0.080730969 -0.042284764 0.173140249 0.030450344 -0.040213006
## Al _% -0.013772081 -0.055768018 0.186080809 0.063479551 0.085113113
## As_ppm_com 0.011427495 0.022377575 0.190298194 -0.026720602 -0.100464050
## Au_ppb_com 0.060324626 -0.054539524 0.060890341 -0.035672103 0.014999090
## Ba _ppm -0.123367800 -0.214467448 0.011071628 0.184305555 -0.056287667
## Bi_ppm_com -0.209411456 0.800764033 0.188654265 0.029015648 -0.086725276
## Ca _% -0.188387027 0.061097194 0.032773719 0.207994459 -0.129257906
## Cd_ppm_com -0.194108965 0.109758270 -0.551304117 -0.151048164 -0.396977849
## Ce_ppm 0.058689781 0.014732636 0.126451580 -0.103369465 -0.068038265
## Co_ppm 0.152030143 -0.176086043 -0.063073483 -0.049214648 0.110296383
## Cr_ppm_com -0.251329398 0.053282424 0.055148832 0.236955522 -0.112483837
## Cs_ppm_com 0.300322986 -0.099455130 0.146668290 0.068832211 -0.203508132
## Cu_ppm 0.069365831 -0.033608043 0.172059348 -0.084198097 -0.034286047
## Fe _% 0.006841598 -0.038204099 -0.096254741 -0.063020286 -0.209167582
## Ga_ppm -0.055798801 -0.041577213 0.063720733 0.098282085 -0.203245671
## Gd_ppm_com -0.310251714 -0.022580831 -0.061182842 0.137441341 0.022035856
## Ge_ppm_com 0.102449305 0.113696897 -0.063184636 0.282622856 0.024563518
## Hf_ppm_com 0.121542288 0.158701734 0.002062432 -0.167946233 0.106816478
## In_ppm_com -0.172216274 0.174977082 0.189255782 -0.032634811 0.044861502
## K _% 0.038452593 -0.004414886 0.059306613 0.040382780 -0.057832166
## La_ppm 0.081707381 -0.013881474 0.217947579 -0.170300626 -0.121478727
## Li_ppm_com 0.172663754 0.135280438 0.042833844 0.012891267 0.074787491
## Lu_ppm_com 0.017145905 0.012478617 -0.093816301 -0.044852554 0.041895026
## Mg_% -0.121452241 -0.021028148 0.159150420 0.017384259 -0.004564424
## Mn _ppm 0.065669726 0.022228167 0.049630410 0.209427760 -0.201141260
## Mo_ppm_com -0.308853480 0.083388143 -0.011446389 0.119906820 0.246355611
## Nb_ppm_com 0.019269440 0.092767261 -0.069271639 0.163194303 -0.023070912
## Ni_ppm_com 0.092110970 -0.118432560 0.134090933 0.176576101 -0.071274913
## P _%com 0.155620266 0.043143619 -0.186268164 0.092136314 0.074558750
## Pb_ppm 0.084084663 -0.002289229 -0.232990041 0.147019805 -0.055613818
## Rb_ppm 0.107303454 0.017720903 0.088158352 0.116304205 -0.126466848
## Sb_ppm_com 0.064929567 -0.018927327 0.276695721 0.243324418 0.260291491
## Sc_ppm_com -0.105970442 -0.076057043 -0.019026215 0.161534455 -0.006764113
## Sn_ppm_com -0.091470920 -0.255304463 -0.059740140 -0.118543351 0.118465683
## Sr_ppm -0.151672066 -0.141782676 0.163315305 0.224183447 -0.061812235
## Ta_ppm_com 0.450471650 0.209330228 -0.277401371 0.331421566 0.236219079
## Tb_ppm_com -0.008489574 0.015781048 -0.092818397 -0.027063965 0.018636929
## Th_ppm 0.074485196 0.076129593 0.031464863 -0.147710873 0.064035070
## Tl_ppm_com 0.304252117 0.160406010 -0.121548149 0.071754164 0.070073200
## U_ppm -0.032883244 -0.047357833 0.031254883 -0.014894174 0.068144992
## V_ppm 0.005636659 -0.072378695 -0.055043968 -0.061482460 -0.085742801
## W_ppm_com -0.366938306 -0.033540778 -0.123047674 -0.145703443 0.402248896
## Y_ppm 0.019648560 0.048023793 -0.074107194 0.001729273 0.006153306
## Yb_ppm_com 0.038772810 0.027994226 -0.089218618 -0.039244850 0.065176640
## Zn_ppm -0.196648998 -0.063443135 -0.189060835 0.292542652 0.083500936
## Zr_ppm 0.076936468 0.172076189 0.047869734 -0.267032935 0.081449290
## Dim.16 Dim.17 Dim.18 Dim.19 Dim.20
## Ag_ppm_com 0.092657347 0.019895281 -0.0120027119 -0.0103837239 -0.0939289449
## Al _% -0.045014101 -0.034545843 0.0651558506 -0.0377143088 0.0165436471
## As_ppm_com -0.024800119 -0.157624801 0.0856346996 0.0966902159 0.2137031507
## Au_ppb_com -0.024007667 -0.046207502 0.0458321747 0.0476309283 0.1084963681
## Ba _ppm -0.032004644 0.111211839 -0.0659727471 -0.0620648701 -0.0548600916
## Bi_ppm_com 0.021955035 -0.170599798 0.1287567242 -0.0677506939 -0.1051917857
## Ca _% -0.054066646 -0.001882853 -0.0583657475 -0.0168484596 0.0328891972
## Cd_ppm_com -0.149581256 0.204850007 0.1362158517 -0.1463303311 -0.0893343925
## Ce_ppm -0.001978875 0.144729174 -0.0284538609 -0.0443165482 -0.0496907466
## Co_ppm 0.186334515 -0.107663758 -0.0864344716 -0.4416878783 0.0936892849
## Cr_ppm_com -0.031295016 0.035750296 0.0062330919 -0.0188115240 0.0320047274
## Cs_ppm_com -0.294663077 -0.115991038 0.2346700265 0.0917779679 -0.1505424248
## Cu_ppm 0.018672763 0.039438502 -0.0137350185 0.0446508929 0.0283453955
## Fe _% -0.002679222 0.032528534 -0.0249948019 -0.0303381579 0.1316258257
## Ga_ppm -0.115512396 0.034759882 -0.0091095497 -0.1305155166 0.1060497982
## Gd_ppm_com 0.066974426 -0.157412985 -0.0506610550 -0.0161259417 0.0128585619
## Ge_ppm_com -0.490922100 0.007473276 -0.2884887561 0.1778620587 -0.0011686251
## Hf_ppm_com -0.049461562 -0.030577902 -0.1295307568 -0.0090048620 0.0138528382
## In_ppm_com -0.032709725 0.055649209 -0.0598530785 -0.0338205484 0.0085071805
## K _% -0.026043519 -0.045171726 0.0007756439 -0.0383965789 0.0814975205
## La_ppm 0.007905437 0.174365963 -0.0810058537 -0.0425677862 -0.0227106367
## Li_ppm_com -0.200827629 0.092323758 -0.1312201234 -0.2675683407 -0.1226784488
## Lu_ppm_com 0.036171830 -0.030134531 0.0459923121 0.0329259853 0.0181047332
## Mg_% 0.056158228 0.019311327 0.1961481372 -0.0723777465 -0.0099831938
## Mn _ppm 0.113436770 0.188527239 -0.1690283229 0.1169537338 0.3100598166
## Mo_ppm_com -0.175957141 0.232382350 0.0907457781 -0.1232065899 0.2701166914
## Nb_ppm_com 0.118389618 0.121098925 0.0167073682 -0.0668135573 -0.1327764335
## Ni_ppm_com 0.047676491 0.042304282 0.1826612272 0.1314144832 -0.1517560721
## P _%com -0.055647540 -0.020381835 -0.1251479310 0.0688523637 0.0325759903
## Pb_ppm 0.057737866 -0.059801256 0.0630236326 0.0964042319 -0.0429149892
## Rb_ppm -0.073959957 -0.020081342 -0.0117582560 -0.0953152124 0.0909531038
## Sb_ppm_com -0.062471320 0.110837347 0.0564335931 -0.0935161043 -0.0934958042
## Sc_ppm_com 0.076153139 -0.034402250 0.1626136733 0.0674610599 0.1036200354
## Sn_ppm_com -0.462677494 -0.212652128 0.1973870157 -0.1527424658 0.0165713775
## Sr_ppm 0.031620159 0.158206630 -0.0734100134 -0.1106952468 -0.2046122736
## Ta_ppm_com 0.125730107 0.135057767 0.2395815794 -0.0745635213 0.0703469016
## Tb_ppm_com 0.025044056 -0.047487703 0.0031153583 0.0440086702 -0.0065633280
## Th_ppm 0.088831229 0.016165131 0.0349935260 0.0493937223 -0.0075007316
## Tl_ppm_com -0.085601915 0.056163704 -0.0334733615 -0.0004670188 -0.0137408726
## U_ppm -0.004349264 0.120771131 -0.0601813512 0.0282954542 -0.1168455589
## V_ppm 0.065415605 0.122932305 -0.1174274377 0.0382142245 -0.1964528860
## W_ppm_com -0.057834714 0.229510689 0.0542094951 0.2092434720 -0.0664856670
## Y_ppm 0.037666414 -0.026761559 -0.0135370374 0.0565890949 -0.0263379312
## Yb_ppm_com 0.031565679 -0.035929455 0.0248042914 0.0541851266 0.0003686775
## Zn_ppm 0.120567474 -0.411865433 -0.1999639839 -0.0380156167 -0.1348306077
## Zr_ppm -0.086732822 -0.067627984 -0.1741113444 -0.0182330782 0.0246879695
## Dim.21 Dim.22 Dim.23 Dim.24 Dim.25
## Ag_ppm_com 0.125299912 0.050798279 -0.0344602195 -0.0523484176 0.044447173
## Al _% 0.045062384 0.148537241 -0.1213281784 -0.0518981723 -0.027746316
## As_ppm_com -0.263014307 0.183630546 -0.1113004659 -0.1065612145 -0.258193723
## Au_ppb_com -0.052857500 0.038014755 -0.0547859449 -0.0157369033 0.034764847
## Ba _ppm -0.205875341 -0.047188111 0.0799909717 -0.0445511143 0.007434879
## Bi_ppm_com -0.046423131 0.011466061 0.1192835746 0.0401789271 0.050803643
## Ca _% -0.004345061 -0.039319935 -0.1369762520 -0.0629347200 0.012813016
## Cd_ppm_com 0.090187216 0.197689168 0.0016503501 -0.1408915536 -0.059779761
## Ce_ppm -0.012641150 -0.080234330 0.0653493270 0.0029062371 -0.106249937
## Co_ppm 0.114880628 -0.065979019 0.1004223117 -0.1767855969 -0.035044460
## Cr_ppm_com 0.058551953 0.038340528 -0.0431490302 -0.0290813714 -0.006387041
## Cs_ppm_com -0.002157416 -0.177742757 0.1106643419 -0.1824683628 -0.057973808
## Cu_ppm 0.054117423 0.049972056 -0.0895069206 -0.0270082300 0.073997269
## Fe _% -0.040840589 -0.176203530 -0.0749608540 0.0999333110 0.007080533
## Ga_ppm -0.004290267 -0.045577068 -0.2473816964 0.1249053430 0.079956283
## Gd_ppm_com -0.040261481 -0.092506369 0.0517065550 0.0422134317 0.001139341
## Ge_ppm_com 0.181516401 -0.031317297 0.0001829853 -0.0948002825 -0.087545223
## Hf_ppm_com -0.036072840 0.007360421 0.0554860741 -0.0002169451 -0.065360780
## In_ppm_com 0.056294113 -0.008049504 0.0413088641 0.0086713769 0.005700850
## K _% 0.085743322 0.039374637 0.0093375044 -0.0021741360 0.024453395
## La_ppm 0.028605628 -0.069665181 0.0617308673 0.0037117454 -0.105387772
## Li_ppm_com -0.110380456 0.032517087 -0.2614098301 0.1986479842 -0.081677850
## Lu_ppm_com 0.006346825 0.049841611 -0.0761893685 -0.0671323760 0.093561797
## Mg_% 0.177775108 -0.051798416 0.0144901788 0.0657199348 -0.157066413
## Mn _ppm 0.017774348 0.246823938 0.2229821984 0.1028519586 0.025800317
## Mo_ppm_com 0.004260990 -0.209060950 0.1071865509 -0.0218492090 0.032534530
## Nb_ppm_com -0.032749108 -0.146728088 -0.0569062808 0.0080102281 -0.131405296
## Ni_ppm_com 0.041200453 -0.089316842 0.0556658820 0.1585839510 0.109587376
## P _%com -0.121453435 -0.119213951 0.0826084594 0.0991207312 -0.141443330
## Pb_ppm -0.164432078 -0.025035176 -0.0350776524 0.0797227685 0.042624040
## Rb_ppm 0.138830322 -0.013652427 -0.0531790169 0.0348843241 0.107596911
## Sb_ppm_com 0.041160241 0.176055659 -0.0575130621 -0.0985317018 0.030319940
## Sc_ppm_com 0.250063364 -0.041829606 -0.0417481476 0.0182362650 -0.115622920
## Sn_ppm_com -0.035125086 0.177320035 0.1759894994 0.2231824038 0.042423179
## Sr_ppm -0.224397653 0.135143619 0.1476607543 -0.0998438091 0.012030830
## Ta_ppm_com -0.086583644 0.067783215 0.0116424539 0.0315488557 -0.031178126
## Tb_ppm_com -0.036147387 -0.001442673 -0.0199182497 -0.0794461297 0.045433801
## Th_ppm 0.193181501 0.104206072 0.0378542116 0.1233451263 -0.180460916
## Tl_ppm_com 0.139860260 0.032778726 0.0474569907 -0.0584005068 0.105495802
## U_ppm 0.014559657 0.070504617 0.0309192008 0.1070936154 -0.034849985
## V_ppm 0.117454659 0.064584424 0.0275275264 0.1384922185 0.012230346
## W_ppm_com 0.003369798 0.007866274 -0.0893986200 -0.0557025988 -0.030819283
## Y_ppm -0.008239091 0.001983712 -0.0548045759 -0.0575425948 0.072782318
## Yb_ppm_com 0.008126777 0.054782460 -0.0990994474 -0.0691659191 0.073002780
## Zn_ppm 0.106990280 0.065000813 0.0067462871 0.0270387227 -0.082904381
## Zr_ppm -0.049655111 -0.024354507 0.0473972082 -0.0613300530 0.092093526
## Dim.26 Dim.27 Dim.28 Dim.29 Dim.30
## Ag_ppm_com 0.034768181 0.0128850217 0.0390542210 -0.0048803796 -0.025116949
## Al _% 0.060120059 -0.0349829789 -0.0127103408 -0.0724505580 -0.056822718
## As_ppm_com -0.062613034 -0.0466871540 -0.0646629579 -0.0445842842 0.068271339
## Au_ppb_com -0.006661085 0.1303431991 -0.0153041976 0.0541128962 0.035705502
## Ba _ppm -0.118823939 -0.0171135593 0.1708066055 0.0633244289 0.120449449
## Bi_ppm_com 0.040456319 0.0370411771 0.0527296206 0.0367940827 -0.033165295
## Ca _% 0.005781430 -0.0653802236 0.0719524630 0.0166535756 -0.119396560
## Cd_ppm_com -0.017223468 -0.0179464487 -0.0059546755 -0.0055184149 -0.023190454
## Ce_ppm -0.015299439 -0.1290466473 -0.0331224126 0.0207848720 -0.049285659
## Co_ppm 0.118098831 0.0688955480 -0.0256921801 0.0176305083 -0.001128902
## Cr_ppm_com -0.007238522 -0.0037090449 -0.0841200785 0.0239405141 0.126178344
## Cs_ppm_com 0.162691757 -0.0890348093 -0.0002523531 0.0121311936 -0.011227143
## Cu_ppm 0.006221340 0.0807020098 0.0504857041 -0.0102125585 0.026456873
## Fe _% 0.023921939 0.0195138095 -0.0194051428 0.0431138842 -0.023955748
## Ga_ppm 0.211142377 -0.1293897044 -0.0055365757 0.0321966146 0.034264865
## Gd_ppm_com -0.050691893 -0.1091549104 -0.1272939204 0.0606527363 0.019871627
## Ge_ppm_com -0.024289674 0.1193880169 -0.0225868290 -0.0084917969 0.006799164
## Hf_ppm_com -0.052074032 -0.0450656363 0.0836707127 0.0757343516 0.021277885
## In_ppm_com -0.011124265 -0.0122002060 0.0038829372 -0.0756689130 0.063372351
## K _% -0.133487476 0.0331157537 -0.0351604172 0.0429219049 -0.056063438
## La_ppm -0.052094566 -0.1074089505 -0.0434980249 0.0005225058 -0.039370828
## Li_ppm_com -0.036457561 0.0350118167 -0.0340884671 0.0533933607 0.041452965
## Lu_ppm_com 0.022069549 0.0495690702 0.0022588824 0.0216042613 0.034824887
## Mg_% -0.128316845 0.1669066317 -0.1220597701 -0.0919713033 0.002296160
## Mn _ppm 0.151829000 0.0042895285 0.0365178929 -0.0608061795 -0.020704867
## Mo_ppm_com 0.022465806 -0.0081150257 0.0017233628 0.0076890067 0.018351927
## Nb_ppm_com 0.131013490 0.1402112262 0.1237326653 -0.1815454489 0.065092790
## Ni_ppm_com 0.008989609 -0.0267073314 -0.0824632067 -0.0172375267 0.054970670
## P _%com 0.022050504 0.0578429757 -0.0156366276 0.0229240565 -0.132648487
## Pb_ppm 0.057761530 0.1473553732 -0.0257176136 0.0834738152 -0.053016521
## Rb_ppm -0.076123719 0.0223710847 -0.1399591338 -0.0347777606 -0.126685887
## Sb_ppm_com 0.005881594 -0.0313003532 0.1052639493 0.0605717724 -0.098665406
## Sc_ppm_com -0.128726384 -0.0004900609 0.1499193386 0.1657689910 -0.017203542
## Sn_ppm_com 0.018594641 0.0234607481 0.0593377978 -0.0424354454 -0.006771603
## Sr_ppm 0.033699570 0.1127077358 -0.1548219394 0.1131887018 -0.027042747
## Ta_ppm_com -0.068347781 -0.1336901265 -0.0407625904 -0.0382436684 -0.030924176
## Tb_ppm_com -0.049371066 -0.0137452955 -0.0206573226 0.0193441412 -0.024348684
## Th_ppm 0.214721328 0.0292888116 -0.0402983039 0.1988514337 0.059909166
## Tl_ppm_com -0.040228795 -0.0701879283 -0.0838619202 0.0289414948 0.208863815
## U_ppm -0.045885268 -0.0195473783 -0.0031416386 -0.0359002367 0.031156350
## V_ppm -0.081958796 -0.0595499561 0.0426761337 -0.0217920937 -0.047510721
## W_ppm_com 0.140941852 -0.0464870123 -0.0912003841 -0.0090307597 -0.053582543
## Y_ppm -0.025185821 0.0325067121 -0.0416995069 0.0297829916 -0.012706418
## Yb_ppm_com 0.017758776 0.0666385078 0.0080960939 -0.0053967622 0.013836204
## Zn_ppm 0.058305686 -0.1236840951 -0.0169179917 -0.0608862550 0.011817863
## Zr_ppm -0.001478753 -0.0275995430 -0.0359650082 -0.0197556426 -0.026485988
## Dim.31 Dim.32 Dim.33 Dim.34 Dim.35
## Ag_ppm_com -0.0260268503 2.805390e-02 0.004395693 0.0085896306 0.0211641207
## Al _% 0.0318973609 -1.581415e-01 -0.081372597 0.0384466376 0.0890023451
## As_ppm_com 0.0189062012 4.878796e-02 -0.015566058 -0.0234631093 0.0030288254
## Au_ppb_com 0.0426755243 -1.367707e-02 0.004333500 0.0099664330 -0.0390567582
## Ba _ppm -0.0433978576 -1.076063e-01 -0.012158779 0.0264983697 -0.0214480201
## Bi_ppm_com -0.0018340315 -4.125050e-02 0.013013074 -0.0087455526 0.0148871547
## Ca _% -0.0095893882 -9.797264e-03 -0.076014654 -0.0866496965 -0.1123976895
## Cd_ppm_com -0.0007760221 -1.960598e-02 0.013988347 0.0315549063 -0.0069140454
## Ce_ppm 0.0760306364 -6.107736e-02 0.009372772 -0.0587160861 0.0484389841
## Co_ppm 0.0446360728 -4.458402e-02 0.015097403 -0.0006734034 0.0023762036
## Cr_ppm_com 0.0459246564 1.668435e-02 0.066938576 0.0766259027 0.1057311888
## Cs_ppm_com -0.0275748068 3.330014e-02 0.004278054 0.0128072796 -0.0030979767
## Cu_ppm -0.0407907093 2.362258e-02 0.039291149 0.0405224046 -0.0218323447
## Fe _% -0.1056577903 3.316950e-02 -0.098459251 0.0020261799 0.0330715249
## Ga_ppm 0.0055035762 -1.213009e-02 0.101365146 0.0151027516 -0.0498085140
## Gd_ppm_com 0.0890526214 1.821393e-03 -0.016589247 0.0588539959 -0.0613376276
## Ge_ppm_com -0.0159823515 -6.705147e-02 -0.012148702 -0.0054427564 -0.0013336467
## Hf_ppm_com -0.0146740731 4.199454e-02 0.098975408 -0.0855734583 0.0280126424
## In_ppm_com -0.0433707350 5.928091e-02 -0.013348306 0.0477770376 -0.0312179028
## K _% -0.0441743514 2.072705e-02 -0.007488372 0.0306470257 0.0134859064
## La_ppm 0.0069130025 -1.821252e-02 -0.005438596 -0.0162380329 0.0218327406
## Li_ppm_com -0.0191043019 3.379289e-03 -0.037652608 0.0035229797 0.0234729779
## Lu_ppm_com -0.1041889397 -2.764759e-02 0.025589333 -0.0524802451 0.0330918039
## Mg_% -0.0345278524 -8.889669e-02 0.036139724 -0.0311559712 -0.0915550928
## Mn _ppm 0.0156214977 -9.710220e-03 -0.009706401 -0.0095046312 -0.0076565177
## Mo_ppm_com -0.0433455413 -1.373031e-02 -0.021905735 -0.0366499753 0.0454750195
## Nb_ppm_com 0.0824881092 1.209731e-01 -0.046135775 0.0116044271 0.0055531081
## Ni_ppm_com -0.0371064101 -5.378837e-02 -0.016389068 0.0080996030 0.0244114509
## P _%com -0.0327310245 7.625129e-05 0.100217139 0.0996127027 -0.0054413729
## Pb_ppm 0.1754604660 -6.866762e-02 -0.014389405 -0.0616413961 0.0355648611
## Rb_ppm 0.0433516446 1.044198e-01 0.021172037 -0.0378641706 0.0292687189
## Sb_ppm_com 0.0605656520 1.019538e-02 0.030233644 0.0339682504 -0.0357003111
## Sc_ppm_com 0.0533080370 1.010819e-01 -0.034460117 0.0172863804 0.0475222722
## Sn_ppm_com 0.0206693159 5.291307e-02 -0.020615589 -0.0107938002 -0.0034581010
## Sr_ppm -0.0747727560 1.027032e-01 -0.027330224 -0.0290207943 0.0062066331
## Ta_ppm_com -0.0805771546 5.033057e-03 -0.017351118 0.0280890733 -0.0184263092
## Tb_ppm_com 0.0322139866 -2.575032e-02 -0.017575723 0.0537868984 -0.0230775242
## Th_ppm -0.0509082938 -2.300465e-02 -0.063621035 0.0231818666 -0.0412419883
## Tl_ppm_com 0.0948176010 3.648318e-02 -0.032802174 -0.0568080663 -0.0420871187
## U_ppm 0.0458538786 -1.923417e-02 0.035799472 -0.0088459447 -0.0100917330
## V_ppm 0.0046540505 1.169723e-02 -0.026773310 0.0016665261 0.0118721872
## W_ppm_com 0.0187633656 4.151046e-02 0.011407267 -0.0183755662 0.0003088528
## Y_ppm -0.0118523771 1.953064e-02 0.004067382 0.0341000168 -0.0265216432
## Yb_ppm_com -0.1013025719 -1.604386e-02 0.002216829 -0.0280116637 0.0413170679
## Zn_ppm -0.0832332942 9.493281e-03 -0.003948971 -0.0405027245 0.0273126414
## Zr_ppm 0.0408045465 1.830146e-02 -0.100909090 0.0897846482 -0.0031331051
## Dim.36 Dim.37 Dim.38 Dim.39
## Ag_ppm_com -0.0219871759 -0.0548146224 -0.0310182471 -1.593299e-02
## Al _% 0.0223253681 -0.0114932736 -0.0757569061 6.359537e-03
## As_ppm_com 0.0250452825 -0.0051122464 0.0059214776 6.531861e-03
## Au_ppb_com 0.0322998767 0.0342668528 0.0151336855 9.569072e-03
## Ba _ppm 0.0384532166 -0.0272010708 0.0182246175 -2.633358e-02
## Bi_ppm_com -0.0005310840 -0.0051014363 0.0032536152 -1.881429e-03
## Ca _% 0.0233870132 0.0076862716 -0.0172084885 2.406109e-02
## Cd_ppm_com 0.0265250090 0.0080196801 -0.0060006412 1.547159e-02
## Ce_ppm -0.0156776520 0.0169544804 0.0378320381 8.681061e-03
## Co_ppm 0.0285786782 0.0216021734 -0.0097472966 2.001519e-02
## Cr_ppm_com -0.0333636793 -0.0178492792 0.0131969603 -2.948205e-02
## Cs_ppm_com -0.0153797439 -0.0052730258 -0.0051381234 2.383705e-03
## Cu_ppm 0.0076949125 -0.0172607520 -0.0365900668 1.247058e-02
## Fe _% -0.0795163668 -0.0304178812 -0.0236926059 -5.344936e-02
## Ga_ppm -0.0160572123 0.0245395042 0.0310864295 6.587999e-03
## Gd_ppm_com -0.0061072702 -0.0896731551 -0.0700888750 4.387715e-02
## Ge_ppm_com 0.0023245014 -0.0015188463 0.0011357884 -1.403242e-03
## Hf_ppm_com 0.0107563799 0.0194765296 -0.0882552505 -1.159484e-02
## In_ppm_com 0.0467308759 0.0433357298 -0.0122613862 1.319174e-02
## K _% -0.1128964445 0.0744188542 -0.0234084940 8.576909e-02
## La_ppm -0.0052536176 -0.0039276863 0.0160414933 6.235493e-03
## Li_ppm_com 0.0173090484 0.0180735386 -0.0063133406 1.972084e-02
## Lu_ppm_com 0.0139422515 -0.0769448248 0.0382560326 5.279211e-02
## Mg_% -0.0373268156 -0.0201507264 0.0249608243 -2.446238e-02
## Mn _ppm -0.0087724452 0.0088336050 -0.0014546498 7.501426e-03
## Mo_ppm_com 0.0096090957 0.0109946745 -0.0048650738 -5.398974e-03
## Nb_ppm_com -0.0111344190 -0.0004024059 -0.0174766083 1.642226e-02
## Ni_ppm_com 0.0778883780 0.0654738070 -0.0141886419 4.470156e-02
## P _%com 0.0324375025 -0.0264826538 -0.0059638236 2.641970e-02
## Pb_ppm -0.0224706391 0.0032893759 0.0110155704 -2.149360e-04
## Rb_ppm 0.0947475076 -0.0354209393 0.0073362241 -4.771834e-02
## Sb_ppm_com -0.0449177258 -0.0231293599 0.0255613882 -1.916878e-02
## Sc_ppm_com 0.0369843371 0.0196833800 0.0348564548 2.401513e-02
## Sn_ppm_com -0.0106999635 -0.0100834972 -0.0062899620 -6.404857e-03
## Sr_ppm 0.0001552209 0.0143828123 -0.0009244344 5.003892e-03
## Ta_ppm_com -0.0044974961 -0.0090395616 0.0071022461 -1.015579e-02
## Tb_ppm_com -0.0073579070 0.0965676455 -0.0318342591 -7.567595e-02
## Th_ppm 0.0246649080 -0.0129202837 -0.0020301468 -2.652672e-02
## Tl_ppm_com -0.0248325167 -0.0189527342 -0.0157786478 7.419222e-03
## U_ppm -0.0255900649 0.0166331664 0.0232881135 -1.695733e-03
## V_ppm 0.0121228205 -0.0317436753 -0.0141730291 -7.159433e-05
## W_ppm_com -0.0029949901 0.0095095704 -0.0027045818 8.824868e-03
## Y_ppm 0.0110604194 0.0395849137 -0.0172691648 -3.557796e-02
## Yb_ppm_com -0.0013901283 -0.0097116342 0.0150577424 1.722365e-02
## Zn_ppm -0.0085252475 0.0370211888 0.0399846045 -1.615835e-02
## Zr_ppm 0.0071157666 -0.0120564439 0.0921781578 1.608569e-02
## Dim.40 Dim.41 Dim.42 Dim.43
## Ag_ppm_com 0.0269047041 0.0420539513 0.0064675797 5.548390e-02
## Al _% -0.0146351798 -0.0069749045 -0.0132521058 3.641678e-03
## As_ppm_com 0.0131409232 0.0176590211 0.0156219545 2.591736e-04
## Au_ppb_com -0.0570923284 0.0319722111 -0.0521331769 -2.042950e-02
## Ba _ppm 0.0101930889 -0.0040936518 0.0019535663 4.929919e-03
## Bi_ppm_com -0.0176087232 0.0099468449 0.0048781563 -9.047296e-04
## Ca _% -0.0025419656 0.0012415749 0.0047555289 8.698335e-03
## Cd_ppm_com -0.0122369267 -0.0056318233 -0.0014588969 1.846905e-03
## Ce_ppm -0.0075489917 -0.0199624560 0.0118446978 -6.043179e-03
## Co_ppm 0.0037510450 -0.0027523567 0.0043325733 3.210222e-03
## Cr_ppm_com 0.0086271049 0.0028363463 -0.0068122681 -7.579192e-03
## Cs_ppm_com -0.0014419663 -0.0004991648 -0.0013084382 -1.852746e-03
## Cu_ppm -0.0281653151 -0.0148384610 0.0674933460 -2.451714e-02
## Fe _% -0.0302106494 -0.0328244242 -0.0211876676 -3.799179e-03
## Ga_ppm 0.0160098859 0.0094300719 0.0027075156 8.432670e-04
## Gd_ppm_com -0.0127809170 -0.0118311890 0.0018610880 -1.400537e-03
## Ge_ppm_com 0.0021641519 -0.0018724916 0.0013765352 4.820248e-04
## Hf_ppm_com -0.0041538753 -0.0099537500 -0.0140976731 -2.282932e-03
## In_ppm_com 0.0666691995 -0.0590850018 -0.0338981411 4.582054e-03
## K _% 0.0117446968 0.0117067757 -0.0010416736 -1.960905e-03
## La_ppm 0.0091937794 0.0144658593 -0.0163020387 -4.108530e-03
## Li_ppm_com 0.0009553586 0.0076270588 0.0078525057 5.837712e-03
## Lu_ppm_com -0.0067889725 0.0045185701 -0.0274366049 -7.281411e-03
## Mg_% 0.0148642096 -0.0002757811 0.0033580854 -2.861906e-03
## Mn _ppm -0.0023543700 -0.0021010076 -0.0002145755 3.001394e-03
## Mo_ppm_com -0.0011594888 0.0412055089 0.0210590148 -3.900520e-03
## Nb_ppm_com -0.0158636017 0.0085999882 -0.0048251640 -9.452915e-03
## Ni_ppm_com -0.0128821226 -0.0009141737 0.0032786863 -5.302199e-05
## P _%com -0.0017381726 0.0035948167 0.0010463077 3.435823e-03
## Pb_ppm 0.0548116973 -0.0162634029 0.0073360033 2.352482e-03
## Rb_ppm -0.0124521167 -0.0140370354 0.0012999887 -2.503536e-03
## Sb_ppm_com -0.0050726133 -0.0185332418 -0.0180077761 -2.438048e-02
## Sc_ppm_com -0.0053025633 -0.0099012095 0.0067147509 1.337786e-02
## Sn_ppm_com 0.0097981188 0.0017250590 0.0026541395 4.241580e-03
## Sr_ppm -0.0065891692 -0.0018250038 0.0061715760 -1.653123e-03
## Ta_ppm_com 0.0034039963 -0.0031031387 0.0002808329 1.739015e-03
## Tb_ppm_com -0.0028904878 0.0031277450 0.0190911066 -1.724500e-02
## Th_ppm 0.0066195483 0.0006646978 0.0056062128 -4.213968e-03
## Tl_ppm_com -0.0022061440 0.0021153060 0.0035776093 -2.858303e-03
## U_ppm -0.0725562189 -0.0217769382 0.0073931142 4.878270e-02
## V_ppm 0.0314416982 0.0493016813 0.0012726911 -4.335952e-02
## W_ppm_com 0.0012362686 -0.0006661788 -0.0009383710 1.117609e-03
## Y_ppm 0.0168490491 0.0367986608 -0.0150194551 3.479155e-02
## Yb_ppm_com 0.0180499113 -0.0333911381 0.0222366868 -7.551818e-04
## Zn_ppm -0.0157319683 0.0069761195 0.0023349437 -1.073660e-02
## Zr_ppm -0.0018933456 0.0051233058 0.0136175165 6.202218e-03
## Dim.44 Dim.45 Dim.46
## Ag_ppm_com -3.112031e-02 -5.578264e-03 -1.816297e-02
## Al _% 5.788509e-03 3.410387e-03 4.044576e-03
## As_ppm_com -6.925574e-04 2.106239e-03 9.295804e-05
## Au_ppb_com 3.084025e-03 -9.416156e-03 -2.214912e-02
## Ba _ppm 2.593275e-03 -1.855619e-04 -6.718480e-04
## Bi_ppm_com 2.330878e-03 -3.869601e-03 1.297168e-03
## Ca _% -2.826300e-03 -9.205894e-04 1.474281e-04
## Cd_ppm_com 2.969157e-03 -7.646623e-04 -2.167766e-04
## Ce_ppm -7.743968e-05 3.480260e-02 -3.049658e-02
## Co_ppm 2.000898e-03 -4.187389e-04 2.310703e-03
## Cr_ppm_com 1.408438e-03 1.280117e-04 -7.043835e-04
## Cs_ppm_com 4.724393e-04 -6.357256e-04 -6.071065e-05
## Cu_ppm 1.389287e-02 1.630802e-02 1.625787e-02
## Fe _% 5.865181e-03 6.182060e-03 6.743807e-04
## Ga_ppm -2.890995e-03 -4.266152e-03 -1.080619e-03
## Gd_ppm_com 1.039470e-03 -6.309989e-03 -6.099258e-03
## Ge_ppm_com -2.823799e-03 4.908879e-04 1.762005e-04
## Hf_ppm_com 9.900473e-04 -5.510343e-04 4.958121e-04
## In_ppm_com -9.200289e-03 9.104508e-03 -1.446258e-03
## K _% -3.477176e-03 2.936346e-03 -5.044403e-04
## La_ppm 1.305513e-02 -3.703420e-02 3.491660e-02
## Li_ppm_com -6.792458e-03 -6.068449e-05 -4.262603e-04
## Lu_ppm_com -3.858997e-02 2.095151e-02 2.144293e-02
## Mg_% -3.234565e-04 1.814974e-03 -7.983178e-04
## Mn _ppm -9.934006e-04 -4.371620e-04 -4.364134e-04
## Mo_ppm_com 2.507299e-03 -5.380366e-04 6.786945e-05
## Nb_ppm_com -8.971884e-04 -6.904330e-04 3.272505e-04
## Ni_ppm_com 6.173852e-04 -1.129091e-03 1.951837e-03
## P _%com -3.816682e-03 -6.084432e-04 -2.813545e-03
## Pb_ppm 9.579210e-04 -9.986423e-04 1.357513e-02
## Rb_ppm -2.804862e-03 -1.426269e-03 -6.355777e-04
## Sb_ppm_com 1.146185e-02 -1.090228e-04 3.156278e-03
## Sc_ppm_com -2.413822e-03 -1.574683e-03 3.857112e-03
## Sn_ppm_com 9.661156e-04 4.764630e-04 1.512882e-03
## Sr_ppm -3.381306e-03 5.690567e-04 -1.129407e-04
## Ta_ppm_com -1.272174e-03 6.449485e-04 -3.138601e-04
## Tb_ppm_com -5.304745e-02 -9.320350e-03 3.454924e-03
## Th_ppm -1.288740e-03 1.750398e-03 -3.861077e-04
## Tl_ppm_com 2.687075e-03 -1.422985e-03 9.358865e-04
## U_ppm -5.108944e-03 -5.737184e-03 7.020825e-03
## V_ppm 4.175753e-03 2.834492e-03 -1.022137e-02
## W_ppm_com -1.434522e-03 -1.236497e-03 1.778752e-03
## Y_ppm 5.569643e-02 2.734181e-02 1.014878e-02
## Yb_ppm_com 2.790218e-02 -3.949825e-02 -2.855491e-02
## Zn_ppm 7.158464e-03 1.973801e-03 5.233167e-03
## Zr_ppm -1.467066e-03 8.977772e-04 2.638734e-04var$cos2## Dim.1 Dim.2 Dim.3 Dim.4 Dim.5
## Ag_ppm_com 0.6775873441 2.244745e-02 1.031031e-03 1.783172e-02 1.177446e-01
## Al _% 0.3963882778 2.204734e-02 1.116953e-01 1.444748e-01 3.805409e-02
## As_ppm_com 0.3876101681 1.563763e-02 2.406832e-03 1.045994e-02 6.859113e-02
## Au_ppb_com 0.6365635016 6.159752e-03 1.171149e-04 5.411407e-02 1.492689e-01
## Ba _ppm 0.0066706584 1.030586e-01 2.005667e-01 4.887053e-03 1.548472e-03
## Bi_ppm_com 0.0101925056 5.029433e-03 6.372944e-05 4.390141e-03 4.482106e-03
## Ca _% 0.0019643639 3.467925e-02 1.928643e-02 3.780819e-01 1.565121e-01
## Cd_ppm_com 0.1283471445 5.520970e-02 4.602778e-03 1.746568e-03 2.306997e-02
## Ce_ppm 0.0725742347 6.454304e-01 1.365645e-02 4.167065e-02 2.014536e-02
## Co_ppm 0.2046818589 1.979162e-02 2.043968e-02 2.244423e-02 1.236518e-01
## Cr_ppm_com 0.0083645860 4.575032e-02 3.326625e-02 1.710974e-01 1.397126e-01
## Cs_ppm_com 0.0246768439 1.591641e-03 6.017391e-02 2.689017e-02 5.386541e-02
## Cu_ppm 0.6305968981 2.612078e-03 3.051170e-05 6.523137e-02 1.477742e-01
## Fe _% 0.4404663916 7.904098e-02 1.552443e-01 3.313912e-03 1.281088e-02
## Ga_ppm 0.1106090205 1.302695e-01 1.511616e-01 5.123009e-05 1.098061e-01
## Gd_ppm_com 0.0918221604 4.138608e-01 2.033355e-02 2.027919e-01 1.198194e-02
## Ge_ppm_com 0.0150925347 2.514522e-02 3.805354e-03 1.531008e-01 5.285694e-02
## Hf_ppm_com 0.0498962941 5.649946e-05 3.326143e-01 6.541178e-05 3.528294e-02
## In_ppm_com 0.7147844136 6.336332e-04 3.029256e-03 3.201247e-02 1.129081e-02
## K _% 0.0083272607 4.907663e-02 6.258500e-01 1.413583e-03 2.630634e-03
## La_ppm 0.1981815027 3.887746e-01 2.040416e-02 5.529891e-02 6.288687e-02
## Li_ppm_com 0.0019393460 1.588340e-02 4.641013e-02 1.232255e-01 5.920916e-02
## Lu_ppm_com 0.0336824909 7.744231e-01 3.759203e-02 7.384912e-05 7.069083e-02
## Mg_% 0.0932177554 2.852566e-03 5.417534e-01 7.457863e-03 1.628259e-03
## Mn _ppm 0.0052984406 5.072155e-02 1.930077e-01 7.059693e-02 3.710479e-02
## Mo_ppm_com 0.3088354336 7.102424e-03 2.428357e-03 3.151876e-07 4.164191e-06
## Nb_ppm_com 0.0516953477 5.676099e-01 4.224834e-02 3.326298e-03 3.079312e-03
## Ni_ppm_com 0.1482546118 1.296922e-01 4.123441e-02 1.193335e-02 3.272675e-02
## P _%com 0.0006697398 1.345113e-02 3.574023e-02 5.524531e-01 8.120027e-02
## Pb_ppm 0.6115964428 1.948589e-02 1.766501e-03 8.432575e-03 4.671629e-02
## Rb_ppm 0.0138465597 9.606717e-02 4.818683e-01 3.605336e-03 2.137787e-03
## Sb_ppm_com 0.2997724471 4.408376e-02 9.205536e-03 3.564805e-02 6.418951e-02
## Sc_ppm_com 0.0788628824 3.694565e-02 5.570952e-01 3.775955e-04 1.560400e-02
## Sn_ppm_com 0.0124275282 2.538980e-01 6.212466e-04 7.142260e-02 2.880564e-05
## Sr_ppm 0.2420411441 9.103402e-03 1.855158e-01 2.395346e-02 8.302535e-02
## Ta_ppm_com 0.0147822713 2.693320e-02 6.472088e-03 7.860587e-04 1.329780e-01
## Tb_ppm_com 0.0145020520 7.783491e-01 7.939739e-02 1.661144e-03 5.716408e-02
## Th_ppm 0.0063819300 6.196144e-02 5.726302e-01 8.854586e-03 3.276424e-03
## Tl_ppm_com 0.0254887131 1.998432e-02 6.497699e-02 3.878606e-01 2.008174e-02
## U_ppm 0.3937498668 2.513407e-02 2.622149e-04 1.161842e-04 1.303928e-01
## V_ppm 0.2096989455 6.733172e-05 1.881676e-01 2.360299e-03 1.224398e-01
## W_ppm_com 0.0054400515 7.420346e-03 7.836666e-04 1.914649e-03 1.768599e-03
## Y_ppm 0.0138644349 8.264566e-01 5.175230e-02 2.804647e-03 5.256232e-02
## Yb_ppm_com 0.0250344047 7.518920e-01 4.889730e-02 7.811330e-03 8.976453e-02
## Zn_ppm 0.2948945151 2.173831e-03 2.342754e-03 2.738754e-02 7.885230e-02
## Zr_ppm 0.0374612631 1.097172e-02 3.536618e-01 1.371584e-02 2.756944e-02
## Dim.6 Dim.7 Dim.8 Dim.9 Dim.10
## Ag_ppm_com 1.441679e-02 3.609834e-03 1.325307e-02 0.0183101485 1.349454e-02
## Al _% 1.107719e-01 2.019945e-03 9.352477e-03 0.0021085966 5.828907e-07
## As_ppm_com 2.649321e-02 9.983150e-02 1.635103e-02 0.0139772741 7.939257e-03
## Au_ppb_com 1.397198e-04 4.639828e-02 8.307850e-04 0.0013810815 2.999239e-02
## Ba _ppm 1.721965e-01 5.045767e-02 1.203407e-01 0.0831427298 7.214787e-04
## Bi_ppm_com 1.383526e-02 9.854559e-03 3.418196e-06 0.1018148092 2.786217e-02
## Ca _% 1.107475e-01 4.900820e-03 3.238849e-02 0.0451062743 3.219377e-02
## Cd_ppm_com 9.018522e-05 2.381831e-03 3.933933e-03 0.0006228613 5.891279e-02
## Ce_ppm 6.631008e-02 1.505152e-06 1.250645e-03 0.0125197257 2.064815e-03
## Co_ppm 4.839278e-04 3.148062e-02 3.002898e-02 0.0399721889 9.085499e-02
## Cr_ppm_com 1.723678e-01 2.560304e-02 7.138703e-02 0.0600608391 7.300243e-02
## Cs_ppm_com 8.488101e-02 2.167742e-01 6.528641e-03 0.0303502338 2.254695e-02
## Cu_ppm 4.630523e-03 3.108114e-02 2.003471e-05 0.0003046586 2.484215e-02
## Fe _% 3.677494e-03 3.615588e-02 3.075485e-02 0.0717001021 2.295763e-05
## Ga_ppm 8.252937e-02 1.388525e-01 6.912402e-03 0.0013651643 1.393255e-03
## Gd_ppm_com 9.797112e-03 5.758665e-03 2.712870e-05 0.0077575999 3.592594e-03
## Ge_ppm_com 2.972525e-02 1.482202e-01 5.708480e-03 0.0064932077 2.502321e-02
## Hf_ppm_com 2.246817e-03 6.955019e-03 3.245572e-01 0.0851930290 7.860244e-03
## In_ppm_com 3.109487e-02 2.495464e-04 4.303468e-02 0.0111319826 7.032504e-03
## K _% 1.539503e-01 6.497043e-03 6.253987e-02 0.0012273569 2.884611e-03
## La_ppm 7.318560e-02 1.358551e-03 2.144234e-03 0.0170416229 1.171396e-04
## Li_ppm_com 1.717121e-02 3.462611e-01 3.470541e-02 0.0068206458 3.409889e-04
## Lu_ppm_com 1.089273e-03 2.904359e-05 2.032762e-04 0.0045088431 2.977351e-03
## Mg_% 1.081030e-02 5.553081e-02 4.050213e-02 0.0002514331 3.620916e-03
## Mn _ppm 1.932687e-03 1.961820e-01 7.845159e-04 0.0142659232 1.731209e-04
## Mo_ppm_com 3.558392e-02 2.726812e-05 4.143401e-02 0.1058097562 7.378249e-02
## Nb_ppm_com 6.842407e-05 9.677462e-03 4.698231e-02 0.0021007675 2.384523e-02
## Ni_ppm_com 8.058913e-02 4.989750e-02 1.829716e-01 0.0152297144 7.421167e-02
## P _%com 1.039656e-02 2.145080e-03 1.902941e-02 0.0334146307 4.027925e-02
## Pb_ppm 3.689502e-02 1.023587e-02 5.514400e-03 0.0337880586 1.721554e-06
## Rb_ppm 1.602546e-01 1.878691e-02 3.485792e-02 0.0027553905 6.651213e-03
## Sb_ppm_com 6.487704e-03 1.442821e-02 6.380921e-03 0.0002863868 1.903242e-01
## Sc_ppm_com 1.974942e-03 2.531615e-07 1.149127e-02 0.0233284011 1.481840e-02
## Sn_ppm_com 6.683141e-02 9.414725e-03 1.140072e-02 0.0118976422 9.269521e-03
## Sr_ppm 2.619672e-03 5.326797e-02 1.365085e-02 0.0026458147 4.795567e-03
## Ta_ppm_com 1.097675e-02 3.886059e-03 2.317879e-02 0.0145069696 1.251596e-01
## Tb_ppm_com 5.404016e-03 1.096755e-04 1.987847e-03 0.0021892348 5.098022e-03
## Th_ppm 6.185115e-03 5.104894e-03 1.424966e-02 0.0563647602 1.476799e-02
## Tl_ppm_com 4.755163e-02 2.309848e-04 2.848907e-02 0.1099359020 2.729328e-02
## U_ppm 1.690350e-01 4.370480e-02 4.172442e-03 0.1182465992 3.606793e-02
## V_ppm 1.472860e-01 5.645095e-02 7.027673e-05 0.0161336003 1.039818e-01
## W_ppm_com 2.674318e-02 6.651072e-02 1.045610e-01 0.2340759435 6.152461e-02
## Y_ppm 5.552578e-03 6.534750e-04 3.118646e-04 0.0001053164 2.650303e-03
## Yb_ppm_com 1.100031e-06 4.615027e-05 2.978789e-06 0.0042294168 3.677757e-03
## Zn_ppm 1.604051e-02 7.168354e-02 8.633894e-05 0.0008997718 3.149115e-02
## Zr_ppm 6.892896e-03 6.561941e-03 2.629092e-01 0.0623279781 8.654499e-03
## Dim.11 Dim.12 Dim.13 Dim.14 Dim.15
## Ag_ppm_com 6.517489e-03 1.788001e-03 2.997755e-02 9.272235e-04 1.617086e-03
## Al _% 1.896702e-04 3.110072e-03 3.462607e-02 4.029653e-03 7.244242e-03
## As_ppm_com 1.305877e-04 5.007559e-04 3.621340e-02 7.139905e-04 1.009303e-02
## Au_ppb_com 3.639060e-03 2.974560e-03 3.707634e-03 1.272499e-03 2.249727e-04
## Ba _ppm 1.521961e-02 4.599629e-02 1.225809e-04 3.396854e-02 3.168302e-03
## Bi_ppm_com 4.385316e-02 6.412230e-01 3.559043e-02 8.419079e-04 7.521273e-03
## Ca _% 3.548967e-02 3.732867e-03 1.074117e-03 4.326170e-02 1.670761e-02
## Cd_ppm_com 3.767829e-02 1.204688e-02 3.039362e-01 2.281555e-02 1.575914e-01
## Ce_ppm 3.444490e-03 2.170506e-04 1.599000e-02 1.068525e-02 4.629206e-03
## Co_ppm 2.311316e-02 3.100629e-02 3.978264e-03 2.422082e-03 1.216529e-02
## Cr_ppm_com 6.316647e-02 2.839017e-03 3.041394e-03 5.614792e-02 1.265261e-02
## Cs_ppm_com 9.019390e-02 9.891323e-03 2.151159e-02 4.737873e-03 4.141556e-02
## Cu_ppm 4.811618e-03 1.129501e-03 2.960442e-02 7.089319e-03 1.175533e-03
## Fe _% 4.680746e-05 1.459553e-03 9.264975e-03 3.971556e-03 4.375108e-02
## Ga_ppm 3.113506e-03 1.728665e-03 4.060332e-03 9.659368e-03 4.130880e-02
## Gd_ppm_com 9.625613e-02 5.098939e-04 3.743340e-03 1.889012e-02 4.855790e-04
## Ge_ppm_com 1.049586e-02 1.292698e-02 3.992298e-03 7.987568e-02 6.033664e-04
## Hf_ppm_com 1.477253e-02 2.518624e-02 4.253625e-06 2.820594e-02 1.140976e-02
## In_ppm_com 2.965845e-02 3.061698e-02 3.581775e-02 1.065031e-03 2.012554e-03
## K _% 1.478602e-03 1.949122e-05 3.517274e-03 1.630769e-03 3.344559e-03
## La_ppm 6.676096e-03 1.926953e-04 4.750115e-02 2.900230e-02 1.475708e-02
## Li_ppm_com 2.981277e-02 1.830080e-02 1.834738e-03 1.661848e-04 5.593169e-03
## Lu_ppm_com 2.939820e-04 1.557159e-04 8.801498e-03 2.011752e-03 1.755193e-03
## Mg_% 1.475065e-02 4.421830e-04 2.532886e-02 3.022125e-04 2.083397e-05
## Mn _ppm 4.312513e-03 4.940914e-04 2.463178e-03 4.385999e-02 4.045781e-02
## Mo_ppm_com 9.539047e-02 6.953582e-03 1.310198e-04 1.437765e-02 6.069109e-02
## Nb_ppm_com 3.713113e-04 8.605765e-03 4.798560e-03 2.663238e-02 5.322670e-04
## Ni_ppm_com 8.484431e-03 1.402627e-02 1.798038e-02 3.117912e-02 5.080113e-03
## P _%com 2.421767e-02 1.861372e-03 3.469583e-02 8.489100e-03 5.559007e-03
## Pb_ppm 7.070231e-03 5.240569e-06 5.428436e-02 2.161482e-02 3.092897e-03
## Rb_ppm 1.151403e-02 3.140304e-04 7.771895e-03 1.352667e-02 1.599386e-02
## Sb_ppm_com 4.215849e-03 3.582437e-04 7.656052e-02 5.920677e-02 6.775166e-02
## Sc_ppm_com 1.122973e-02 5.784674e-03 3.619969e-04 2.609338e-02 4.575322e-05
## Sn_ppm_com 8.366929e-03 6.518037e-02 3.568884e-03 1.405253e-02 1.403412e-02
## Sr_ppm 2.300442e-02 2.010233e-02 2.667189e-02 5.025822e-02 3.820752e-03
## Ta_ppm_com 2.029247e-01 4.381914e-02 7.695152e-02 1.098403e-01 5.579945e-02
## Tb_ppm_com 7.207287e-05 2.490415e-04 8.615255e-03 7.324582e-04 3.473351e-04
## Th_ppm 5.548044e-03 5.795715e-03 9.900376e-04 2.181850e-02 4.100490e-03
## Tl_ppm_com 9.256935e-02 2.573009e-02 1.477395e-02 5.148660e-03 4.910253e-03
## U_ppm 1.081308e-03 2.242764e-03 9.768677e-04 2.218364e-04 4.643740e-03
## V_ppm 3.177192e-05 5.238675e-03 3.029838e-03 3.780093e-03 7.351828e-03
## W_ppm_com 1.346437e-01 1.124984e-03 1.514073e-02 2.122949e-02 1.618042e-01
## Y_ppm 3.860659e-04 2.306285e-03 5.491876e-03 2.990386e-06 3.786318e-05
## Yb_ppm_com 1.503331e-03 7.836767e-04 7.959962e-03 1.540158e-03 4.247994e-03
## Zn_ppm 3.867083e-02 4.025031e-03 3.574400e-02 8.558120e-02 6.972406e-03
## Zr_ppm 5.919220e-03 2.961021e-02 2.291511e-03 7.130659e-02 6.633987e-03
## Dim.16 Dim.17 Dim.18 Dim.19 Dim.20
## Ag_ppm_com 8.585384e-03 3.958222e-04 1.440651e-04 1.078217e-04 8.822647e-03
## Al _% 2.026269e-03 1.193415e-03 4.245285e-03 1.422369e-03 2.736923e-04
## As_ppm_com 6.150459e-04 2.484558e-02 7.333302e-03 9.348998e-03 4.566904e-02
## Au_ppb_com 5.763681e-04 2.135133e-03 2.100588e-03 2.268705e-03 1.177146e-02
## Ba _ppm 1.024297e-03 1.236807e-02 4.352403e-03 3.852048e-03 3.009630e-03
## Bi_ppm_com 4.820236e-04 2.910429e-02 1.657829e-02 4.590157e-03 1.106531e-02
## Ca _% 2.923202e-03 3.545136e-06 3.406560e-03 2.838706e-04 1.081699e-03
## Cd_ppm_com 2.237455e-02 4.196353e-02 1.855476e-02 2.141257e-02 7.980634e-03
## Ce_ppm 3.915947e-06 2.094653e-02 8.096222e-04 1.963956e-03 2.469170e-03
## Co_ppm 3.472055e-02 1.159148e-02 7.470918e-03 1.950882e-01 8.777682e-03
## Cr_ppm_com 9.793780e-04 1.278084e-03 3.885143e-05 3.538734e-04 1.024303e-03
## Cs_ppm_com 8.682633e-02 1.345392e-02 5.507002e-02 8.423195e-03 2.266302e-02
## Cu_ppm 3.486721e-04 1.555395e-03 1.886507e-04 1.993702e-03 8.034614e-04
## Fe _% 7.178229e-06 1.058106e-03 6.247401e-04 9.204038e-04 1.732536e-02
## Ga_ppm 1.334311e-02 1.208249e-03 8.298390e-05 1.703430e-02 1.124656e-02
## Gd_ppm_com 4.485574e-03 2.477885e-02 2.566542e-03 2.600460e-04 1.653426e-04
## Ge_ppm_com 2.410045e-01 5.584985e-05 8.322576e-02 3.163491e-02 1.365685e-06
## Hf_ppm_com 2.446446e-03 9.350081e-04 1.677822e-02 8.108754e-05 1.919011e-04
## In_ppm_com 1.069926e-03 3.096834e-03 3.582391e-03 1.143829e-03 7.237212e-05
## K _% 6.782649e-04 2.040485e-03 6.016234e-07 1.474297e-03 6.641846e-03
## La_ppm 6.249593e-05 3.040349e-02 6.561948e-03 1.812016e-03 5.157730e-04
## Li_ppm_com 4.033174e-02 8.523676e-03 1.721872e-02 7.159282e-02 1.505000e-02
## Lu_ppm_com 1.308401e-03 9.080900e-04 2.115293e-03 1.084121e-03 3.277814e-04
## Mg_% 3.153747e-03 3.729274e-04 3.847409e-02 5.238538e-03 9.966416e-05
## Mn _ppm 1.286790e-02 3.554252e-02 2.857057e-02 1.367818e-02 9.613709e-02
## Mo_ppm_com 3.096092e-02 5.400156e-02 8.234796e-03 1.517986e-02 7.296303e-02
## Nb_ppm_com 1.401610e-02 1.466495e-02 2.791362e-04 4.464051e-03 1.762958e-02
## Ni_ppm_com 2.273048e-03 1.789652e-03 3.336512e-02 1.726977e-02 2.302991e-02
## P _%com 3.096649e-03 4.154192e-04 1.566200e-02 4.740648e-03 1.061195e-03
## Pb_ppm 3.333661e-03 3.576190e-03 3.971978e-03 9.293776e-03 1.841696e-03
## Rb_ppm 5.470075e-03 4.032603e-04 1.382566e-04 9.084990e-03 8.272467e-03
## Sb_ppm_com 3.902666e-03 1.228492e-02 3.184750e-03 8.745262e-03 8.741465e-03
## Sc_ppm_com 5.799301e-03 1.183515e-03 2.644321e-02 4.550995e-03 1.073711e-02
## Sn_ppm_com 2.140705e-01 4.522093e-02 3.896163e-02 2.333026e-02 2.746106e-04
## Sr_ppm 9.998345e-04 2.502934e-02 5.389030e-03 1.225344e-02 4.186618e-02
## Ta_ppm_com 1.580806e-02 1.824060e-02 5.739933e-02 5.559719e-03 4.948687e-03
## Tb_ppm_com 6.272048e-04 2.255082e-03 9.705457e-06 1.936763e-03 4.307727e-05
## Th_ppm 7.890987e-03 2.613115e-04 1.224547e-03 2.439740e-03 5.626097e-05
## Tl_ppm_com 7.327688e-03 3.154362e-03 1.120466e-03 2.181065e-07 1.888116e-04
## U_ppm 1.891610e-05 1.458567e-02 3.621795e-03 8.006327e-04 1.365288e-02
## V_ppm 4.279201e-03 1.511235e-02 1.378920e-02 1.460327e-03 3.859374e-02
## W_ppm_com 3.344854e-03 5.267516e-02 2.938669e-03 4.378283e-02 4.420344e-03
## Y_ppm 1.418759e-03 7.161810e-04 1.832514e-04 3.202326e-03 6.936866e-04
## Yb_ppm_com 9.963921e-04 1.290926e-03 6.152529e-04 2.936028e-03 1.359231e-07
## Zn_ppm 1.453652e-02 1.696331e-01 3.998559e-02 1.445187e-03 1.817929e-02
## Zr_ppm 7.522582e-03 4.573544e-03 3.031476e-02 3.324451e-04 6.094958e-04
## Dim.21 Dim.22 Dim.23 Dim.24 Dim.25
## Ag_ppm_com 1.570007e-02 2.580465e-03 1.187507e-03 2.740357e-03 1.975551e-03
## Al _% 2.030618e-03 2.206331e-02 1.472053e-02 2.693420e-03 7.698581e-04
## As_ppm_com 6.917653e-02 3.372018e-02 1.238779e-02 1.135529e-02 6.666400e-02
## Au_ppb_com 2.793915e-03 1.445122e-03 3.001500e-03 2.476501e-04 1.208595e-03
## Ba _ppm 4.238466e-02 2.226718e-03 6.398556e-03 1.984802e-03 5.527743e-05
## Bi_ppm_com 2.155107e-03 1.314706e-04 1.422857e-02 1.614346e-03 2.581010e-03
## Ca _% 1.887955e-05 1.546057e-03 1.876249e-02 3.960779e-03 1.641734e-04
## Cd_ppm_com 8.133734e-03 3.908101e-02 2.723655e-06 1.985043e-02 3.573620e-03
## Ce_ppm 1.597987e-04 6.437548e-03 4.270535e-03 8.446214e-06 1.128905e-02
## Co_ppm 1.319756e-02 4.353231e-03 1.008464e-02 3.125315e-02 1.228114e-03
## Cr_ppm_com 3.428331e-03 1.469996e-03 1.861839e-03 8.457262e-04 4.079429e-05
## Cs_ppm_com 4.654443e-06 3.159249e-02 1.224660e-02 3.329470e-02 3.360962e-03
## Cu_ppm 2.928695e-03 2.497206e-03 8.011489e-03 7.294445e-04 5.475596e-03
## Fe _% 1.667954e-03 3.104768e-02 5.619130e-03 9.986667e-03 5.013395e-05
## Ga_ppm 1.840639e-05 2.077269e-03 6.119770e-02 1.560134e-02 6.393007e-03
## Gd_ppm_com 1.620987e-03 8.557428e-03 2.673568e-03 1.781974e-03 1.298099e-06
## Ge_ppm_com 3.294820e-02 9.807731e-04 3.348363e-08 8.987094e-03 7.664166e-03
## Hf_ppm_com 1.301250e-03 5.417580e-05 3.078704e-03 4.706518e-08 4.272032e-03
## In_ppm_com 3.169027e-03 6.479451e-05 1.706422e-03 7.519278e-05 3.249969e-05
## K _% 7.351917e-03 1.550362e-03 8.718899e-05 4.726867e-06 5.979685e-04
## La_ppm 8.182820e-04 4.853237e-03 3.810700e-03 1.377705e-05 1.110658e-02
## Li_ppm_com 1.218384e-02 1.057361e-03 6.833510e-02 3.946102e-02 6.671271e-03
## Lu_ppm_com 4.028218e-05 2.484186e-03 5.804820e-03 4.506756e-03 8.753810e-03
## Mg_% 3.160399e-02 2.683076e-03 2.099653e-04 4.319110e-03 2.466986e-02
## Mn _ppm 3.159274e-04 6.092206e-02 4.972106e-02 1.057853e-02 6.656564e-04
## Mo_ppm_com 1.815603e-05 4.370648e-02 1.148896e-02 4.773879e-04 1.058496e-03
## Nb_ppm_com 1.072504e-03 2.152913e-02 3.238325e-03 6.416375e-05 1.726735e-02
## Ni_ppm_com 1.697477e-03 7.977498e-03 3.098690e-03 2.514887e-02 1.200939e-02
## P _%com 1.475094e-02 1.421197e-02 6.824158e-03 9.824919e-03 2.000622e-02
## Pb_ppm 2.703791e-02 6.267600e-04 1.230442e-03 6.355720e-03 1.816809e-03
## Rb_ppm 1.927386e-02 1.863888e-04 2.828008e-03 1.216916e-03 1.157710e-02
## Sb_ppm_com 1.694165e-03 3.099560e-02 3.307752e-03 9.708496e-03 9.192988e-04
## Sc_ppm_com 6.253169e-02 1.749716e-03 1.742908e-03 3.325614e-04 1.336866e-02
## Sn_ppm_com 1.233772e-03 3.144239e-02 3.097230e-02 4.981039e-02 1.799726e-03
## Sr_ppm 5.035431e-02 1.826380e-02 2.180370e-02 9.968786e-03 1.447409e-04
## Ta_ppm_com 7.496727e-03 4.594564e-03 1.355467e-04 9.953303e-04 9.720755e-04
## Tb_ppm_com 1.306634e-03 2.081305e-06 3.967367e-04 6.311688e-03 2.064230e-03
## Th_ppm 3.731909e-02 1.085891e-02 1.432941e-03 1.521402e-02 3.256614e-02
## Tl_ppm_com 1.956089e-02 1.074445e-03 2.252166e-03 3.410619e-03 1.112936e-02
## U_ppm 2.119836e-04 4.970901e-03 9.559970e-04 1.146904e-02 1.214521e-03
## V_ppm 1.379560e-02 4.171148e-03 7.577647e-04 1.918009e-02 1.495814e-04
## W_ppm_com 1.135554e-05 6.187826e-05 7.992113e-03 3.102780e-03 9.498282e-04
## Y_ppm 6.788262e-05 3.935114e-06 3.003542e-03 3.311150e-03 5.297266e-03
## Yb_ppm_com 6.604450e-05 3.001118e-03 9.820700e-03 4.783924e-03 5.329406e-03
## Zn_ppm 1.144692e-02 4.225106e-03 4.551239e-05 7.310925e-04 6.873136e-03
## Zr_ppm 2.465630e-03 5.931420e-04 2.246495e-03 3.761375e-03 8.481218e-03
## Dim.26 Dim.27 Dim.28 Dim.29 Dim.30
## Ag_ppm_com 1.208826e-03 1.660238e-04 1.525232e-03 2.381810e-05 6.308611e-04
## Al _% 3.614422e-03 1.223809e-03 1.615528e-04 5.249083e-03 3.228821e-03
## As_ppm_com 3.920392e-03 2.179690e-03 4.181298e-03 1.987758e-03 4.660976e-03
## Au_ppb_com 4.437005e-05 1.698935e-02 2.342185e-04 2.928206e-03 1.274883e-03
## Ba _ppm 1.411913e-02 2.928739e-04 2.917490e-02 4.009983e-03 1.450807e-02
## Bi_ppm_com 1.636714e-03 1.372049e-03 2.780413e-03 1.353805e-03 1.099937e-03
## Ca _% 3.342493e-05 4.274574e-03 5.177157e-03 2.773416e-04 1.425554e-02
## Cd_ppm_com 2.966479e-04 3.220750e-04 3.545816e-05 3.045290e-05 5.377971e-04
## Ce_ppm 2.340728e-04 1.665304e-02 1.097094e-03 4.320109e-04 2.429076e-03
## Co_ppm 1.394733e-02 4.746597e-03 6.600881e-04 3.108348e-04 1.274420e-06
## Cr_ppm_com 5.239620e-05 1.375701e-05 7.076188e-03 5.731482e-04 1.592097e-02
## Cs_ppm_com 2.646861e-02 7.927197e-03 6.368209e-08 1.471659e-04 1.260487e-04
## Cu_ppm 3.870507e-05 6.512814e-03 2.548806e-03 1.042964e-04 6.999661e-04
## Fe _% 5.722592e-04 3.807888e-04 3.765596e-04 1.858807e-03 5.738779e-04
## Ga_ppm 4.458110e-02 1.674170e-02 3.065367e-05 1.036622e-03 1.174081e-03
## Gd_ppm_com 2.569668e-03 1.191479e-02 1.620374e-02 3.678754e-03 3.948816e-04
## Ge_ppm_com 5.899883e-04 1.425350e-02 5.101648e-04 7.211061e-05 4.622862e-05
## Hf_ppm_com 2.711705e-03 2.030912e-03 7.000788e-03 5.735692e-03 4.527484e-04
## In_ppm_com 1.237493e-04 1.488450e-04 1.507720e-05 5.725784e-03 4.016055e-03
## K _% 1.781891e-02 1.096653e-03 1.236255e-03 1.842290e-03 3.143109e-03
## La_ppm 2.713844e-03 1.153668e-02 1.892078e-03 2.730123e-07 1.550062e-03
## Li_ppm_com 1.329154e-03 1.225827e-03 1.162024e-03 2.850851e-03 1.718348e-03
## Lu_ppm_com 4.870650e-04 2.457093e-03 5.102550e-06 4.667441e-04 1.212773e-03
## Mg_% 1.646521e-02 2.785782e-02 1.489859e-02 8.458721e-03 5.272352e-06
## Mn _ppm 2.305205e-02 1.840005e-05 1.333557e-03 3.697391e-03 4.286915e-04
## Mo_ppm_com 5.047124e-04 6.585364e-05 2.969979e-06 5.912082e-05 3.367932e-04
## Nb_ppm_com 1.716453e-02 1.965919e-02 1.530977e-02 3.295875e-02 4.237071e-03
## Ni_ppm_com 8.081307e-05 7.132815e-04 6.800180e-03 2.971323e-04 3.021775e-03
## P _%com 4.862247e-04 3.345810e-03 2.445041e-04 5.255124e-04 1.759562e-02
## Pb_ppm 3.336394e-03 2.171361e-02 6.613956e-04 6.967878e-03 2.810752e-03
## Rb_ppm 5.794821e-03 5.004654e-04 1.958856e-02 1.209493e-03 1.604931e-02
## Sb_ppm_com 3.459315e-05 9.797121e-04 1.108050e-02 3.668940e-03 9.734862e-03
## Sc_ppm_com 1.657048e-02 2.401596e-07 2.247581e-02 2.747936e-02 2.959619e-04
## Sn_ppm_com 3.457607e-04 5.504067e-04 3.520974e-03 1.800767e-03 4.585460e-05
## Sr_ppm 1.135661e-03 1.270303e-02 2.396983e-02 1.281168e-02 7.313102e-04
## Ta_ppm_com 4.671419e-03 1.787305e-02 1.661589e-03 1.462578e-03 9.563047e-04
## Tb_ppm_com 2.437502e-03 1.889331e-04 4.267250e-04 3.741958e-04 5.928584e-04
## Th_ppm 4.610525e-02 8.578345e-04 1.623953e-03 3.954189e-02 3.589108e-03
## Tl_ppm_com 1.618356e-03 4.926345e-03 7.032822e-03 8.376101e-04 4.362409e-02
## U_ppm 2.105458e-03 3.821000e-04 9.869893e-06 1.288827e-03 9.707181e-04
## V_ppm 6.717244e-03 3.546197e-03 1.821252e-03 4.748953e-04 2.257269e-03
## W_ppm_com 1.986461e-02 2.161042e-03 8.317510e-03 8.155462e-05 2.871089e-03
## Y_ppm 6.343256e-04 1.056686e-03 1.738849e-03 8.870266e-04 1.614531e-04
## Yb_ppm_com 3.153741e-04 4.440691e-03 6.554674e-05 2.912504e-05 1.914405e-04
## Zn_ppm 3.399553e-03 1.529776e-02 2.862184e-04 3.707136e-03 1.396619e-04
## Zr_ppm 2.186711e-06 7.617348e-04 1.293482e-03 3.902854e-04 7.015076e-04
## Dim.31 Dim.32 Dim.33 Dim.34 Dim.35
## Ag_ppm_com 6.773969e-04 7.870212e-04 1.932212e-05 7.378175e-05 4.479200e-04
## Al _% 1.017442e-03 2.500875e-02 6.621500e-03 1.478144e-03 7.921417e-03
## As_ppm_com 3.574444e-04 2.380265e-03 2.423022e-04 5.505175e-04 9.173783e-06
## Au_ppb_com 1.821200e-03 1.870623e-04 1.877922e-05 9.932979e-05 1.525430e-03
## Ba _ppm 1.883374e-03 1.157913e-02 1.478359e-04 7.021636e-04 4.600176e-04
## Bi_ppm_com 3.363672e-06 1.701604e-03 1.693401e-04 7.648469e-05 2.216274e-04
## Ca _% 9.195637e-05 9.598637e-05 5.778228e-03 7.508170e-03 1.263324e-02
## Cd_ppm_com 6.022103e-07 3.843946e-04 1.956738e-04 9.957121e-04 4.780402e-05
## Ce_ppm 5.780658e-03 3.730444e-03 8.784885e-05 3.447579e-03 2.346335e-03
## Co_ppm 1.992379e-03 1.987735e-03 2.279316e-04 4.534721e-07 5.646344e-06
## Cr_ppm_com 2.109074e-03 2.783675e-04 4.480773e-03 5.871529e-03 1.117908e-02
## Cs_ppm_com 7.603700e-04 1.108899e-03 1.830174e-05 1.640264e-04 9.597460e-06
## Cu_ppm 1.663882e-03 5.580263e-04 1.543794e-03 1.642065e-03 4.766513e-04
## Fe _% 1.116357e-02 1.100216e-03 9.694224e-03 4.105405e-06 1.093726e-03
## Ga_ppm 3.028935e-05 1.471391e-04 1.027489e-02 2.280931e-04 2.480888e-03
## Gd_ppm_com 7.930369e-03 3.317471e-06 2.752031e-04 3.463793e-03 3.762305e-03
## Ge_ppm_com 2.554356e-04 4.495900e-03 1.475910e-04 2.962360e-05 1.778614e-06
## Hf_ppm_com 2.153284e-04 1.763541e-03 9.796131e-03 7.322817e-03 7.847081e-04
## In_ppm_com 1.881021e-03 3.514227e-03 1.781773e-04 2.282645e-03 9.745575e-04
## K _% 1.951373e-03 4.296107e-04 5.607571e-05 9.392402e-04 1.818697e-04
## La_ppm 4.778960e-05 3.316958e-04 2.957833e-05 2.636737e-04 4.766686e-04
## Li_ppm_com 3.649744e-04 1.141960e-05 1.417719e-03 1.241139e-05 5.509807e-04
## Lu_ppm_com 1.085534e-02 7.643890e-04 6.548139e-04 2.754176e-03 1.095067e-03
## Mg_% 1.192173e-03 7.902622e-03 1.306080e-03 9.706945e-04 8.382335e-03
## Mn _ppm 2.440312e-04 9.428836e-05 9.421423e-05 9.033801e-05 5.862226e-05
## Mo_ppm_com 1.878836e-03 1.885214e-04 4.798612e-04 1.343221e-03 2.067977e-03
## Nb_ppm_com 6.804288e-03 1.463449e-02 2.128510e-03 1.346627e-04 3.083701e-05
## Ni_ppm_com 1.376886e-03 2.893189e-03 2.686016e-04 6.560357e-05 5.959189e-04
## P _%com 1.071320e-03 5.814259e-09 1.004347e-02 9.922691e-03 2.960854e-05
## Pb_ppm 3.078638e-02 4.715242e-03 2.070550e-04 3.799662e-03 1.264859e-03
## Rb_ppm 1.879365e-03 1.090349e-02 4.482552e-04 1.433695e-03 8.566579e-04
## Sb_ppm_com 3.668198e-03 1.039458e-04 9.140732e-04 1.153842e-03 1.274512e-03
## Sc_ppm_com 2.841747e-03 1.021755e-02 1.187500e-03 2.988189e-04 2.258366e-03
## Sn_ppm_com 4.272206e-04 2.799793e-03 4.250025e-04 1.165061e-04 1.195846e-05
## Sr_ppm 5.590965e-03 1.054795e-02 7.469412e-04 8.422065e-04 3.852229e-05
## Ta_ppm_com 6.492678e-03 2.533166e-05 3.010613e-04 7.889960e-04 3.395289e-04
## Tb_ppm_com 1.037741e-03 6.630790e-04 3.089060e-04 2.893030e-03 5.325721e-04
## Th_ppm 2.591654e-03 5.292140e-04 4.047636e-03 5.373989e-04 1.700902e-03
## Tl_ppm_com 8.990377e-03 1.331022e-03 1.075983e-03 3.227156e-03 1.771326e-03
## U_ppm 2.102578e-03 3.699533e-04 1.281602e-03 7.825074e-05 1.018431e-04
## V_ppm 2.166019e-05 1.368252e-04 7.168101e-04 2.777309e-06 1.409488e-04
## W_ppm_com 3.520639e-04 1.723118e-03 1.301257e-04 3.376614e-04 9.539003e-08
## Y_ppm 1.404788e-04 3.814459e-04 1.654360e-05 1.162811e-03 7.033976e-04
## Yb_ppm_com 1.026221e-02 2.574054e-04 4.914331e-06 7.846533e-04 1.707100e-03
## Zn_ppm 6.927781e-03 9.012238e-05 1.559437e-05 1.640471e-03 7.459804e-04
## Zr_ppm 1.665011e-03 3.349436e-04 1.018264e-02 8.061283e-03 9.816348e-06
## Dim.36 Dim.37 Dim.38 Dim.39 Dim.40
## Ag_ppm_com 4.834359e-04 3.004643e-03 9.621317e-04 2.538601e-04 7.238631e-04
## Al _% 4.984221e-04 1.320953e-04 5.739109e-03 4.044372e-05 2.141885e-04
## As_ppm_com 6.272662e-04 2.613506e-05 3.506390e-05 4.266521e-05 1.726839e-04
## Au_ppb_com 1.043282e-03 1.174217e-03 2.290284e-04 9.156714e-05 3.259534e-03
## Ba _ppm 1.478650e-03 7.398983e-04 3.321367e-04 6.934573e-04 1.038991e-04
## Bi_ppm_com 2.820503e-07 2.602465e-05 1.058601e-05 3.539773e-06 3.100671e-04
## Ca _% 5.469524e-04 5.907877e-05 2.961321e-04 5.789360e-04 6.461589e-06
## Cd_ppm_com 7.035761e-04 6.431527e-05 3.600769e-05 2.393700e-04 1.497424e-04
## Ce_ppm 2.457888e-04 2.874544e-04 1.431263e-03 7.536083e-05 5.698728e-05
## Co_ppm 8.167408e-04 4.666539e-04 9.500979e-05 4.006077e-04 1.407034e-05
## Cr_ppm_com 1.113135e-03 3.185968e-04 1.741598e-04 8.691912e-04 7.442694e-05
## Cs_ppm_com 2.365365e-04 2.780480e-05 2.640031e-05 5.682052e-06 2.079267e-06
## Cu_ppm 5.921168e-05 2.979336e-04 1.338833e-03 1.555153e-04 7.932850e-04
## Fe _% 6.322853e-03 9.252475e-04 5.613396e-04 2.856835e-03 9.126833e-04
## Ga_ppm 2.578341e-04 6.021873e-04 9.663661e-04 4.340173e-05 2.563164e-04
## Gd_ppm_com 3.729875e-05 8.041275e-03 4.912450e-03 1.925205e-03 1.633518e-04
## Ge_ppm_com 5.403307e-06 2.306894e-06 1.290015e-06 1.969088e-06 4.683554e-06
## Hf_ppm_com 1.156997e-04 3.793352e-04 7.788989e-03 1.344403e-04 1.725468e-05
## In_ppm_com 2.183775e-03 1.877985e-03 1.503416e-04 1.740221e-04 4.444782e-03
## K _% 1.274561e-02 5.538166e-03 5.479576e-04 7.356337e-03 1.379379e-04
## La_ppm 2.760050e-05 1.542672e-05 2.573295e-04 3.888138e-05 8.452558e-05
## Li_ppm_com 2.996032e-04 3.266528e-04 3.985827e-05 3.889117e-04 9.127101e-07
## Lu_ppm_com 1.943864e-04 5.920506e-03 1.463524e-03 2.787007e-03 4.609015e-05
## Mg_% 1.393291e-03 4.060518e-04 6.230427e-04 5.984078e-04 2.209447e-04
## Mn _ppm 7.695580e-05 7.803258e-05 2.116006e-06 5.627139e-05 5.543058e-06
## Mo_ppm_com 9.233472e-05 1.208829e-04 2.366894e-05 2.914892e-05 1.344414e-06
## Nb_ppm_com 1.239753e-04 1.619305e-07 3.054318e-04 2.696908e-04 2.516539e-04
## Ni_ppm_com 6.066599e-03 4.286819e-03 2.013176e-04 1.998229e-03 1.659491e-04
## P _%com 1.052192e-03 7.013310e-04 3.556719e-05 6.980007e-04 3.021244e-06
## Pb_ppm 5.049296e-04 1.081999e-05 1.213428e-04 4.619749e-08 3.004322e-03
## Rb_ppm 8.977090e-03 1.254643e-03 5.382018e-05 2.277040e-03 1.550552e-04
## Sb_ppm_com 2.017602e-03 5.349673e-04 6.533846e-04 3.674423e-04 2.573141e-05
## Sc_ppm_com 1.367841e-03 3.874354e-04 1.214972e-03 5.767266e-04 2.811718e-05
## Sn_ppm_com 1.144892e-04 1.016769e-04 3.956362e-05 4.102220e-05 9.600313e-05
## Sr_ppm 2.409353e-08 2.068653e-04 8.545789e-07 2.503893e-05 4.341715e-05
## Ta_ppm_com 2.022747e-05 8.171367e-05 5.044190e-05 1.031400e-04 1.158719e-05
## Tb_ppm_com 5.413880e-05 9.325310e-03 1.013420e-03 5.726849e-03 8.354920e-06
## Th_ppm 6.083577e-04 1.669337e-04 4.121496e-06 7.036671e-04 4.381842e-05
## Tl_ppm_com 6.166539e-04 3.592061e-04 2.489657e-04 5.504486e-05 4.867071e-06
## U_ppm 6.548514e-04 2.766622e-04 5.423362e-04 2.875510e-06 5.264405e-03
## V_ppm 1.469628e-04 1.007661e-03 2.008748e-04 5.125748e-09 9.885804e-04
## W_ppm_com 8.969966e-06 9.043193e-05 7.314763e-06 7.787830e-05 1.528360e-06
## Y_ppm 1.223329e-04 1.566965e-03 2.982241e-04 1.265791e-03 2.838905e-04
## Yb_ppm_com 1.932457e-06 9.431584e-05 2.267356e-04 2.966540e-04 3.257993e-04
## Zn_ppm 7.267984e-05 1.370568e-03 1.598769e-03 2.610924e-04 2.474948e-04
## Zr_ppm 5.063413e-05 1.453578e-04 8.496813e-03 2.587494e-04 3.584758e-06
## Dim.41 Dim.42 Dim.43 Dim.44 Dim.45
## Ag_ppm_com 1.768535e-03 4.182959e-05 3.078463e-03 9.684734e-04 3.111703e-05
## Al _% 4.864929e-05 1.756183e-04 1.326182e-05 3.350683e-05 1.163074e-05
## As_ppm_com 3.118410e-04 2.440455e-04 6.717096e-08 4.796357e-07 4.436243e-06
## Au_ppb_com 1.022222e-03 2.717868e-03 4.173647e-04 9.511210e-06 8.866399e-05
## Ba _ppm 1.675798e-05 3.816421e-06 2.430410e-05 6.725076e-06 3.443323e-08
## Bi_ppm_com 9.893972e-05 2.379641e-05 8.185356e-07 5.432991e-06 1.497381e-05
## Ca _% 1.541508e-06 2.261505e-05 7.566103e-05 7.987974e-06 8.474848e-07
## Cd_ppm_com 3.171743e-05 2.128380e-06 3.411056e-06 8.815894e-06 5.847084e-07
## Ce_ppm 3.984996e-04 1.402969e-04 3.652002e-05 5.996904e-09 1.211221e-03
## Co_ppm 7.575467e-06 1.877119e-05 1.030553e-05 4.003594e-06 1.753423e-07
## Cr_ppm_com 8.044860e-06 4.640700e-05 5.744415e-05 1.983697e-06 1.638700e-08
## Cs_ppm_com 2.491655e-07 1.712011e-06 3.432667e-06 2.231989e-07 4.041470e-07
## Cu_ppm 2.201799e-04 4.555352e-03 6.010901e-04 1.930120e-04 2.659516e-04
## Fe _% 1.077443e-03 4.489173e-04 1.443376e-05 3.440035e-05 3.821787e-05
## Ga_ppm 8.892626e-05 7.330640e-06 7.110992e-07 8.357850e-06 1.820006e-05
## Gd_ppm_com 1.399770e-04 3.463648e-06 1.961503e-06 1.080499e-06 3.981597e-05
## Ge_ppm_com 3.506225e-06 1.894849e-06 2.323479e-07 7.973839e-06 2.409709e-07
## Hf_ppm_com 9.907714e-05 1.987444e-04 5.211779e-06 9.801937e-07 3.036388e-07
## In_ppm_com 3.491037e-03 1.149084e-03 2.099522e-05 8.464532e-05 8.289206e-05
## K _% 1.370486e-04 1.085084e-06 3.845150e-06 1.209075e-05 8.622131e-06
## La_ppm 2.092611e-04 2.657565e-04 1.688002e-05 1.704364e-04 1.371532e-03
## Li_ppm_com 5.817203e-05 6.166185e-05 3.407888e-05 4.613748e-05 3.682607e-09
## Lu_ppm_com 2.041748e-05 7.527673e-04 5.301895e-05 1.489186e-03 4.389658e-04
## Mg_% 7.605520e-08 1.127674e-05 8.190508e-06 1.046241e-07 3.294132e-06
## Mn _ppm 4.414233e-06 4.604265e-08 9.008368e-06 9.868448e-07 1.911106e-07
## Mo_ppm_com 1.697894e-03 4.434821e-04 1.521405e-05 6.286546e-06 2.894834e-07
## Nb_ppm_com 7.395980e-05 2.328221e-05 8.935760e-05 8.049470e-07 4.766977e-07
## Ni_ppm_com 8.357135e-07 1.074978e-05 2.811332e-09 3.811645e-07 1.274846e-06
## P _%com 1.292271e-05 1.094760e-06 1.180488e-05 1.456706e-05 3.702031e-07
## Pb_ppm 2.644983e-04 5.381694e-05 5.534171e-06 9.176127e-07 9.972865e-07
## Rb_ppm 1.970384e-04 1.689971e-06 6.267690e-06 7.867250e-06 2.034244e-06
## Sb_ppm_com 3.434811e-04 3.242800e-04 5.944078e-04 1.313740e-04 1.188597e-08
## Sc_ppm_com 9.803395e-05 4.508788e-05 1.789672e-04 5.826536e-06 2.479627e-06
## Sn_ppm_com 2.975829e-06 7.044457e-06 1.799100e-05 9.333793e-07 2.270170e-07
## Sr_ppm 3.330639e-06 3.808835e-05 2.732816e-06 1.143323e-05 3.238256e-07
## Ta_ppm_com 9.629470e-06 7.886710e-08 3.024174e-06 1.618427e-06 4.159586e-07
## Tb_ppm_com 9.782789e-06 3.644704e-04 2.973901e-04 2.814032e-03 8.686892e-05
## Th_ppm 4.418231e-07 3.142962e-05 1.775752e-05 1.660850e-06 3.063895e-06
## Tl_ppm_com 4.474519e-06 1.279929e-05 8.169894e-06 7.220372e-06 2.024887e-06
## U_ppm 4.742350e-04 5.465814e-05 2.379752e-03 2.610131e-05 3.291528e-05
## V_ppm 2.430656e-03 1.619743e-06 1.880048e-03 1.743691e-05 8.034347e-06
## W_ppm_com 4.437942e-07 8.805401e-07 1.249050e-06 2.057852e-06 1.528924e-06
## Y_ppm 1.354141e-03 2.255840e-04 1.210452e-03 3.102092e-03 7.475746e-04
## Yb_ppm_com 1.114968e-03 4.944702e-04 5.702996e-07 7.785316e-04 1.560112e-03
## Zn_ppm 4.866624e-05 5.451962e-06 1.152745e-04 5.124360e-05 3.895891e-06
## Zr_ppm 2.624826e-05 1.854368e-04 3.846751e-05 2.152281e-06 8.060039e-07
## Dim.46
## Ag_ppm_com 3.298934e-04
## Al _% 1.635860e-05
## As_ppm_com 8.641198e-09
## Au_ppb_com 4.905835e-04
## Ba _ppm 4.513797e-07
## Bi_ppm_com 1.682646e-06
## Ca _% 2.173504e-08
## Cd_ppm_com 4.699211e-08
## Ce_ppm 9.300414e-04
## Co_ppm 5.339348e-06
## Cr_ppm_com 4.961561e-07
## Cs_ppm_com 3.685783e-09
## Cu_ppm 2.643184e-04
## Fe _% 4.547893e-07
## Ga_ppm 1.167738e-06
## Gd_ppm_com 3.720095e-05
## Ge_ppm_com 3.104660e-08
## Hf_ppm_com 2.458296e-07
## In_ppm_com 2.091661e-06
## K _% 2.544600e-07
## La_ppm 1.219169e-03
## Li_ppm_com 1.816978e-07
## Lu_ppm_com 4.597994e-04
## Mg_% 6.373114e-07
## Mn _ppm 1.904567e-07
## Mo_ppm_com 4.606263e-09
## Nb_ppm_com 1.070929e-07
## Ni_ppm_com 3.809668e-06
## P _%com 7.916038e-06
## Pb_ppm 1.842840e-04
## Rb_ppm 4.039590e-07
## Sb_ppm_com 9.962092e-06
## Sc_ppm_com 1.487732e-05
## Sn_ppm_com 2.288811e-06
## Sr_ppm 1.275560e-08
## Ta_ppm_com 9.850816e-08
## Tb_ppm_com 1.193650e-05
## Th_ppm 1.490792e-07
## Tl_ppm_com 8.758835e-07
## U_ppm 4.929198e-05
## V_ppm 1.044765e-04
## W_ppm_com 3.163958e-06
## Y_ppm 1.029977e-04
## Yb_ppm_com 8.153831e-04
## Zn_ppm 2.738604e-05
## Zr_ppm 6.962916e-08var$cor## Dim.1 Dim.2 Dim.3 Dim.4 Dim.5
## Ag_ppm_com -0.82315694 -0.149824733 -0.032109667 -0.1335354784 0.343139312
## Al _% 0.62959374 0.148483465 -0.334208466 -0.3800983520 0.195074573
## As_ppm_com -0.62258346 -0.125050522 -0.049059473 0.1022738638 -0.261899086
## Au_ppb_com -0.79784930 0.078484085 -0.010821963 -0.2326243100 0.386353291
## Ba _ppm 0.08167410 0.321027374 0.447846732 -0.0699074572 0.039350635
## Bi_ppm_com -0.10095794 0.070918493 0.007983072 0.0662581381 -0.066948535
## Ca _% 0.04432115 -0.186223657 0.138875610 -0.6148836866 -0.395616119
## Cd_ppm_com -0.35825570 -0.234967442 -0.067843774 0.0417919585 0.151888011
## Ce_ppm -0.26939606 0.803386811 0.116860807 -0.2041338923 0.141934360
## Co_ppm -0.45241779 -0.140682692 -0.142967412 0.1498139902 -0.351641532
## Cr_ppm_com 0.09145811 -0.213893233 0.182390383 -0.4136391660 -0.373781422
## Cs_ppm_com -0.15708865 0.039895373 -0.245303709 0.1639822393 -0.232089224
## Cu_ppm -0.79410131 0.051108497 -0.005523740 -0.2554043362 0.384414142
## Fe _% -0.66367642 -0.281142274 -0.394010489 -0.0575665856 -0.113185165
## Ga_ppm 0.33257934 0.360928613 -0.388795011 0.0071575200 0.331370074
## Gd_ppm_com -0.30302172 0.643320110 -0.142595753 0.4503242338 0.109462027
## Ge_ppm_com -0.12285168 0.158572437 0.061687555 0.3912810339 0.229906381
## Hf_ppm_com 0.22337478 0.007516612 -0.576727229 -0.0080877547 0.187837534
## In_ppm_com -0.84544924 0.025172071 -0.055038673 -0.1789202797 0.106258230
## K _% 0.09125383 0.221532466 0.791106823 -0.0375976515 -0.051289709
## La_ppm -0.44517581 0.623517955 0.142843121 -0.2351572133 0.250772537
## Li_ppm_com -0.04403801 -0.126029378 -0.215430094 0.3510349307 -0.243329319
## Lu_ppm_com -0.18352790 0.880013131 -0.193886635 -0.0085935512 -0.265877468
## Mg_% 0.30531583 0.053409422 -0.736039011 -0.0863589194 0.040351690
## Mn _ppm 0.07279039 0.225214447 -0.439326377 0.2657008369 -0.192626029
## Mo_ppm_com -0.55572964 -0.084275883 -0.049278367 -0.0005614157 0.002040635
## Nb_ppm_com 0.22736611 0.753398910 0.205544017 -0.0576740670 0.055491552
## Ni_ppm_com -0.38503845 -0.360128063 -0.203062569 0.1092398732 -0.180905354
## P _%com -0.02587933 -0.115978992 -0.189050870 -0.7432718626 -0.284956605
## Pb_ppm -0.78204632 -0.139591878 -0.042029758 -0.0918290549 0.216139522
## Rb_ppm 0.11767141 0.309947038 0.694167330 0.0600444491 -0.046236211
## Sb_ppm_com -0.54751479 -0.209961337 -0.095945486 0.1888069028 -0.253356489
## Sc_ppm_com 0.28082536 0.192212505 -0.746388110 0.0194318167 0.124915988
## Sn_ppm_com -0.11147882 0.503882955 0.024924819 -0.2672500753 -0.005367089
## Sr_ppm 0.49197677 0.095411750 -0.430715462 -0.1547690386 0.288141191
## Ta_ppm_com -0.12158236 0.164113378 0.080449289 0.0280367392 0.364661514
## Tb_ppm_com -0.12042447 0.882240944 -0.281775417 -0.0407571335 -0.239090105
## Th_ppm 0.07988698 0.248920541 0.756723344 -0.0940988108 -0.057240058
## Tl_ppm_com 0.15965185 -0.141365915 -0.254905853 -0.6227845833 -0.141710069
## U_ppm -0.62749491 0.158537290 0.016193052 -0.0107788770 -0.361099402
## V_ppm -0.45792897 0.008205591 -0.433782914 0.0485829104 -0.349913957
## W_ppm_com -0.07375670 -0.086141433 0.027994045 0.0437567041 -0.042054714
## Y_ppm -0.11774733 0.909096606 -0.227491328 0.0529589209 -0.229264727
## Yb_ppm_com -0.15822264 0.867117087 -0.221127343 -0.0883817308 -0.299607300
## Zn_ppm -0.54304191 -0.046624360 -0.048402006 -0.1654918114 0.280806508
## Zr_ppm 0.19354912 -0.104745996 -0.594694750 -0.1171146276 0.166040477
## Dim.6 Dim.7 Dim.8 Dim.9 Dim.10
## Ag_ppm_com -0.120069958 0.0600818951 -0.115121960 0.13531500 -0.1161659966
## Al _% 0.332824193 -0.0449437939 0.096708203 -0.04591946 -0.0007634728
## As_ppm_com 0.162767340 -0.3159612374 -0.127871146 0.11822552 -0.0891025092
## Au_ppb_com 0.011820313 0.2154026094 0.028823342 -0.03716290 0.1731831161
## Ba _ppm 0.414965709 0.2246278536 -0.346901636 0.28834481 0.0268603555
## Bi_ppm_com 0.117623375 -0.0992701309 0.001848836 0.31908433 0.1669196543
## Ca _% -0.332787412 0.0700058604 -0.179968026 -0.21238238 0.1794262308
## Cd_ppm_com 0.009496590 0.0488040073 -0.062721072 -0.02495719 -0.2427195753
## Ce_ppm -0.257507446 0.0012268465 0.035364459 0.11189158 -0.0454402355
## Co_ppm -0.021998360 -0.1774277961 -0.173288720 0.19993046 0.3014216124
## Cr_ppm_com -0.415172031 0.1600094985 -0.267183519 -0.24507313 0.2701896194
## Cs_ppm_com 0.291343460 0.4655902108 0.080800004 -0.17421318 0.1501564317
## Cu_ppm -0.068047950 0.1762984464 0.004476015 0.01745447 0.1576139335
## Fe _% 0.060642349 -0.1901470079 -0.175370615 0.26776875 -0.0047914125
## Ga_ppm 0.287279251 -0.3726292277 -0.083140857 0.03694813 0.0373263325
## Gd_ppm_com -0.098980359 0.0758858651 -0.005208521 -0.08807724 -0.0599382505
## Ge_ppm_com -0.172410131 -0.3849938248 -0.075554485 0.08058044 0.1581872583
## Hf_ppm_com 0.047400604 0.0833967585 -0.569699226 -0.29187845 -0.0886580170
## In_ppm_com 0.176337372 0.0157970386 0.207448014 -0.10550821 0.0838600254
## K _% 0.392365025 0.0806042376 -0.250079726 0.03503365 -0.0537085754
## La_ppm -0.270528375 0.0368585279 0.046305876 0.13054357 0.0108231043
## Li_ppm_com -0.131038979 0.5884395436 0.186293870 0.08258720 -0.0184658837
## Lu_ppm_com -0.033004142 -0.0053892109 -0.014257498 -0.06714792 -0.0545651052
## Mg_% 0.103972612 0.2356497673 -0.201251405 -0.01585664 -0.0601740446
## Mn _ppm -0.043962338 0.4429243516 -0.028009212 0.11944004 -0.0131575430
## Mo_ppm_com 0.188637006 -0.0052218885 0.203553448 -0.32528412 -0.2716293330
## Nb_ppm_com 0.008271884 -0.0983740905 -0.216754031 -0.04583413 -0.1544190003
## Ni_ppm_com -0.283882255 -0.2233774933 -0.427751746 0.12340873 -0.2724181829
## P _%com 0.101963502 -0.0463150065 0.137947117 0.18279669 -0.2006969210
## Pb_ppm 0.192080771 0.1011724995 -0.074259005 -0.18381528 0.0013120800
## Rb_ppm 0.400318082 0.1370653465 -0.186702759 0.05249181 -0.0815549721
## Sb_ppm_com -0.080546287 -0.1201175026 -0.079880669 0.01692297 -0.4362616552
## Sc_ppm_com 0.044440320 0.0005031515 0.107197336 0.15273638 0.1217308641
## Sn_ppm_com -0.258517725 -0.0970295076 -0.106774139 0.10907631 0.0962783535
## Sr_ppm 0.051182735 -0.2307985414 0.116836835 -0.05143748 0.0692500309
## Ta_ppm_com -0.104770007 -0.0623382618 -0.152245832 -0.12044488 0.3537789569
## Tb_ppm_com -0.073512010 0.0104726093 0.044585283 0.04678926 -0.0714004370
## Th_ppm 0.078645501 -0.0714485413 -0.119371955 -0.23741264 -0.1215236224
## Tl_ppm_com 0.218063358 -0.0151981852 0.168787049 0.33156583 -0.1652067735
## U_ppm 0.411138622 -0.2090569384 0.064594441 -0.34387003 0.1899155923
## V_ppm 0.383778546 -0.2375940926 -0.008383122 -0.12701811 0.3224620618
## W_ppm_com 0.163533407 0.2578967233 -0.323358959 0.48381396 0.2480415448
## Y_ppm -0.074515623 0.0255631578 0.017659689 0.01026238 -0.0514810921
## Yb_ppm_com -0.001048824 -0.0067933992 0.001725917 -0.06503397 -0.0606445173
## Zn_ppm 0.126651135 0.2677378213 0.009291875 0.02999620 -0.1774574481
## Zr_ppm 0.083023465 0.0810058114 -0.512746675 -0.24965572 -0.0930295625
## Dim.11 Dim.12 Dim.13 Dim.14 Dim.15
## Ag_ppm_com 0.080730969 -0.042284764 0.173140249 0.030450344 -0.040213006
## Al _% -0.013772081 -0.055768018 0.186080809 0.063479551 0.085113113
## As_ppm_com 0.011427495 0.022377575 0.190298194 -0.026720602 -0.100464050
## Au_ppb_com 0.060324626 -0.054539524 0.060890341 -0.035672103 0.014999090
## Ba _ppm -0.123367800 -0.214467448 0.011071628 0.184305555 -0.056287667
## Bi_ppm_com -0.209411456 0.800764033 0.188654265 0.029015648 -0.086725276
## Ca _% -0.188387027 0.061097194 0.032773719 0.207994459 -0.129257906
## Cd_ppm_com -0.194108965 0.109758270 -0.551304117 -0.151048164 -0.396977849
## Ce_ppm 0.058689781 0.014732636 0.126451580 -0.103369465 -0.068038265
## Co_ppm 0.152030143 -0.176086043 -0.063073483 -0.049214648 0.110296383
## Cr_ppm_com -0.251329398 0.053282424 0.055148832 0.236955522 -0.112483837
## Cs_ppm_com 0.300322986 -0.099455130 0.146668290 0.068832211 -0.203508132
## Cu_ppm 0.069365831 -0.033608043 0.172059348 -0.084198097 -0.034286047
## Fe _% 0.006841598 -0.038204099 -0.096254741 -0.063020286 -0.209167582
## Ga_ppm -0.055798801 -0.041577213 0.063720733 0.098282085 -0.203245671
## Gd_ppm_com -0.310251714 -0.022580831 -0.061182842 0.137441341 0.022035856
## Ge_ppm_com 0.102449305 0.113696897 -0.063184636 0.282622856 0.024563518
## Hf_ppm_com 0.121542288 0.158701734 0.002062432 -0.167946233 0.106816478
## In_ppm_com -0.172216274 0.174977082 0.189255782 -0.032634811 0.044861502
## K _% 0.038452593 -0.004414886 0.059306613 0.040382780 -0.057832166
## La_ppm 0.081707381 -0.013881474 0.217947579 -0.170300626 -0.121478727
## Li_ppm_com 0.172663754 0.135280438 0.042833844 0.012891267 0.074787491
## Lu_ppm_com 0.017145905 0.012478617 -0.093816301 -0.044852554 0.041895026
## Mg_% -0.121452241 -0.021028148 0.159150420 0.017384259 -0.004564424
## Mn _ppm 0.065669726 0.022228167 0.049630410 0.209427760 -0.201141260
## Mo_ppm_com -0.308853480 0.083388143 -0.011446389 0.119906820 0.246355611
## Nb_ppm_com 0.019269440 0.092767261 -0.069271639 0.163194303 -0.023070912
## Ni_ppm_com 0.092110970 -0.118432560 0.134090933 0.176576101 -0.071274913
## P _%com 0.155620266 0.043143619 -0.186268164 0.092136314 0.074558750
## Pb_ppm 0.084084663 -0.002289229 -0.232990041 0.147019805 -0.055613818
## Rb_ppm 0.107303454 0.017720903 0.088158352 0.116304205 -0.126466848
## Sb_ppm_com 0.064929567 -0.018927327 0.276695721 0.243324418 0.260291491
## Sc_ppm_com -0.105970442 -0.076057043 -0.019026215 0.161534455 -0.006764113
## Sn_ppm_com -0.091470920 -0.255304463 -0.059740140 -0.118543351 0.118465683
## Sr_ppm -0.151672066 -0.141782676 0.163315305 0.224183447 -0.061812235
## Ta_ppm_com 0.450471650 0.209330228 -0.277401371 0.331421566 0.236219079
## Tb_ppm_com -0.008489574 0.015781048 -0.092818397 -0.027063965 0.018636929
## Th_ppm 0.074485196 0.076129593 0.031464863 -0.147710873 0.064035070
## Tl_ppm_com 0.304252117 0.160406010 -0.121548149 0.071754164 0.070073200
## U_ppm -0.032883244 -0.047357833 0.031254883 -0.014894174 0.068144992
## V_ppm 0.005636659 -0.072378695 -0.055043968 -0.061482460 -0.085742801
## W_ppm_com -0.366938306 -0.033540778 -0.123047674 -0.145703443 0.402248896
## Y_ppm 0.019648560 0.048023793 -0.074107194 0.001729273 0.006153306
## Yb_ppm_com 0.038772810 0.027994226 -0.089218618 -0.039244850 0.065176640
## Zn_ppm -0.196648998 -0.063443135 -0.189060835 0.292542652 0.083500936
## Zr_ppm 0.076936468 0.172076189 0.047869734 -0.267032935 0.081449290
## Dim.16 Dim.17 Dim.18 Dim.19 Dim.20
## Ag_ppm_com 0.092657347 0.019895281 -0.0120027119 -0.0103837239 -0.0939289449
## Al _% -0.045014101 -0.034545843 0.0651558506 -0.0377143088 0.0165436471
## As_ppm_com -0.024800119 -0.157624801 0.0856346996 0.0966902159 0.2137031507
## Au_ppb_com -0.024007667 -0.046207502 0.0458321747 0.0476309283 0.1084963681
## Ba _ppm -0.032004644 0.111211839 -0.0659727471 -0.0620648701 -0.0548600916
## Bi_ppm_com 0.021955035 -0.170599798 0.1287567242 -0.0677506939 -0.1051917857
## Ca _% -0.054066646 -0.001882853 -0.0583657475 -0.0168484596 0.0328891972
## Cd_ppm_com -0.149581256 0.204850007 0.1362158517 -0.1463303311 -0.0893343925
## Ce_ppm -0.001978875 0.144729174 -0.0284538609 -0.0443165482 -0.0496907466
## Co_ppm 0.186334515 -0.107663758 -0.0864344716 -0.4416878783 0.0936892849
## Cr_ppm_com -0.031295016 0.035750296 0.0062330919 -0.0188115240 0.0320047274
## Cs_ppm_com -0.294663077 -0.115991038 0.2346700265 0.0917779679 -0.1505424248
## Cu_ppm 0.018672763 0.039438502 -0.0137350185 0.0446508929 0.0283453955
## Fe _% -0.002679222 0.032528534 -0.0249948019 -0.0303381579 0.1316258257
## Ga_ppm -0.115512396 0.034759882 -0.0091095497 -0.1305155166 0.1060497982
## Gd_ppm_com 0.066974426 -0.157412985 -0.0506610550 -0.0161259417 0.0128585619
## Ge_ppm_com -0.490922100 0.007473276 -0.2884887561 0.1778620587 -0.0011686251
## Hf_ppm_com -0.049461562 -0.030577902 -0.1295307568 -0.0090048620 0.0138528382
## In_ppm_com -0.032709725 0.055649209 -0.0598530785 -0.0338205484 0.0085071805
## K _% -0.026043519 -0.045171726 0.0007756439 -0.0383965789 0.0814975205
## La_ppm 0.007905437 0.174365963 -0.0810058537 -0.0425677862 -0.0227106367
## Li_ppm_com -0.200827629 0.092323758 -0.1312201234 -0.2675683407 -0.1226784488
## Lu_ppm_com 0.036171830 -0.030134531 0.0459923121 0.0329259853 0.0181047332
## Mg_% 0.056158228 0.019311327 0.1961481372 -0.0723777465 -0.0099831938
## Mn _ppm 0.113436770 0.188527239 -0.1690283229 0.1169537338 0.3100598166
## Mo_ppm_com -0.175957141 0.232382350 0.0907457781 -0.1232065899 0.2701166914
## Nb_ppm_com 0.118389618 0.121098925 0.0167073682 -0.0668135573 -0.1327764335
## Ni_ppm_com 0.047676491 0.042304282 0.1826612272 0.1314144832 -0.1517560721
## P _%com -0.055647540 -0.020381835 -0.1251479310 0.0688523637 0.0325759903
## Pb_ppm 0.057737866 -0.059801256 0.0630236326 0.0964042319 -0.0429149892
## Rb_ppm -0.073959957 -0.020081342 -0.0117582560 -0.0953152124 0.0909531038
## Sb_ppm_com -0.062471320 0.110837347 0.0564335931 -0.0935161043 -0.0934958042
## Sc_ppm_com 0.076153139 -0.034402250 0.1626136733 0.0674610599 0.1036200354
## Sn_ppm_com -0.462677494 -0.212652128 0.1973870157 -0.1527424658 0.0165713775
## Sr_ppm 0.031620159 0.158206630 -0.0734100134 -0.1106952468 -0.2046122736
## Ta_ppm_com 0.125730107 0.135057767 0.2395815794 -0.0745635213 0.0703469016
## Tb_ppm_com 0.025044056 -0.047487703 0.0031153583 0.0440086702 -0.0065633280
## Th_ppm 0.088831229 0.016165131 0.0349935260 0.0493937223 -0.0075007316
## Tl_ppm_com -0.085601915 0.056163704 -0.0334733615 -0.0004670188 -0.0137408726
## U_ppm -0.004349264 0.120771131 -0.0601813512 0.0282954542 -0.1168455589
## V_ppm 0.065415605 0.122932305 -0.1174274377 0.0382142245 -0.1964528860
## W_ppm_com -0.057834714 0.229510689 0.0542094951 0.2092434720 -0.0664856670
## Y_ppm 0.037666414 -0.026761559 -0.0135370374 0.0565890949 -0.0263379312
## Yb_ppm_com 0.031565679 -0.035929455 0.0248042914 0.0541851266 0.0003686775
## Zn_ppm 0.120567474 -0.411865433 -0.1999639839 -0.0380156167 -0.1348306077
## Zr_ppm -0.086732822 -0.067627984 -0.1741113444 -0.0182330782 0.0246879695
## Dim.21 Dim.22 Dim.23 Dim.24 Dim.25
## Ag_ppm_com 0.125299912 0.050798279 -0.0344602195 -0.0523484176 0.044447173
## Al _% 0.045062384 0.148537241 -0.1213281784 -0.0518981723 -0.027746316
## As_ppm_com -0.263014307 0.183630546 -0.1113004659 -0.1065612145 -0.258193723
## Au_ppb_com -0.052857500 0.038014755 -0.0547859449 -0.0157369033 0.034764847
## Ba _ppm -0.205875341 -0.047188111 0.0799909717 -0.0445511143 0.007434879
## Bi_ppm_com -0.046423131 0.011466061 0.1192835746 0.0401789271 0.050803643
## Ca _% -0.004345061 -0.039319935 -0.1369762520 -0.0629347200 0.012813016
## Cd_ppm_com 0.090187216 0.197689168 0.0016503501 -0.1408915536 -0.059779761
## Ce_ppm -0.012641150 -0.080234330 0.0653493270 0.0029062371 -0.106249937
## Co_ppm 0.114880628 -0.065979019 0.1004223117 -0.1767855969 -0.035044460
## Cr_ppm_com 0.058551953 0.038340528 -0.0431490302 -0.0290813714 -0.006387041
## Cs_ppm_com -0.002157416 -0.177742757 0.1106643419 -0.1824683628 -0.057973808
## Cu_ppm 0.054117423 0.049972056 -0.0895069206 -0.0270082300 0.073997269
## Fe _% -0.040840589 -0.176203530 -0.0749608540 0.0999333110 0.007080533
## Ga_ppm -0.004290267 -0.045577068 -0.2473816964 0.1249053430 0.079956283
## Gd_ppm_com -0.040261481 -0.092506369 0.0517065550 0.0422134317 0.001139341
## Ge_ppm_com 0.181516401 -0.031317297 0.0001829853 -0.0948002825 -0.087545223
## Hf_ppm_com -0.036072840 0.007360421 0.0554860741 -0.0002169451 -0.065360780
## In_ppm_com 0.056294113 -0.008049504 0.0413088641 0.0086713769 0.005700850
## K _% 0.085743322 0.039374637 0.0093375044 -0.0021741360 0.024453395
## La_ppm 0.028605628 -0.069665181 0.0617308673 0.0037117454 -0.105387772
## Li_ppm_com -0.110380456 0.032517087 -0.2614098301 0.1986479842 -0.081677850
## Lu_ppm_com 0.006346825 0.049841611 -0.0761893685 -0.0671323760 0.093561797
## Mg_% 0.177775108 -0.051798416 0.0144901788 0.0657199348 -0.157066413
## Mn _ppm 0.017774348 0.246823938 0.2229821984 0.1028519586 0.025800317
## Mo_ppm_com 0.004260990 -0.209060950 0.1071865509 -0.0218492090 0.032534530
## Nb_ppm_com -0.032749108 -0.146728088 -0.0569062808 0.0080102281 -0.131405296
## Ni_ppm_com 0.041200453 -0.089316842 0.0556658820 0.1585839510 0.109587376
## P _%com -0.121453435 -0.119213951 0.0826084594 0.0991207312 -0.141443330
## Pb_ppm -0.164432078 -0.025035176 -0.0350776524 0.0797227685 0.042624040
## Rb_ppm 0.138830322 -0.013652427 -0.0531790169 0.0348843241 0.107596911
## Sb_ppm_com 0.041160241 0.176055659 -0.0575130621 -0.0985317018 0.030319940
## Sc_ppm_com 0.250063364 -0.041829606 -0.0417481476 0.0182362650 -0.115622920
## Sn_ppm_com -0.035125086 0.177320035 0.1759894994 0.2231824038 0.042423179
## Sr_ppm -0.224397653 0.135143619 0.1476607543 -0.0998438091 0.012030830
## Ta_ppm_com -0.086583644 0.067783215 0.0116424539 0.0315488557 -0.031178126
## Tb_ppm_com -0.036147387 -0.001442673 -0.0199182497 -0.0794461297 0.045433801
## Th_ppm 0.193181501 0.104206072 0.0378542116 0.1233451263 -0.180460916
## Tl_ppm_com 0.139860260 0.032778726 0.0474569907 -0.0584005068 0.105495802
## U_ppm 0.014559657 0.070504617 0.0309192008 0.1070936154 -0.034849985
## V_ppm 0.117454659 0.064584424 0.0275275264 0.1384922185 0.012230346
## W_ppm_com 0.003369798 0.007866274 -0.0893986200 -0.0557025988 -0.030819283
## Y_ppm -0.008239091 0.001983712 -0.0548045759 -0.0575425948 0.072782318
## Yb_ppm_com 0.008126777 0.054782460 -0.0990994474 -0.0691659191 0.073002780
## Zn_ppm 0.106990280 0.065000813 0.0067462871 0.0270387227 -0.082904381
## Zr_ppm -0.049655111 -0.024354507 0.0473972082 -0.0613300530 0.092093526
## Dim.26 Dim.27 Dim.28 Dim.29 Dim.30
## Ag_ppm_com 0.034768181 0.0128850217 0.0390542210 -0.0048803796 -0.025116949
## Al _% 0.060120059 -0.0349829789 -0.0127103408 -0.0724505580 -0.056822718
## As_ppm_com -0.062613034 -0.0466871540 -0.0646629579 -0.0445842842 0.068271339
## Au_ppb_com -0.006661085 0.1303431991 -0.0153041976 0.0541128962 0.035705502
## Ba _ppm -0.118823939 -0.0171135593 0.1708066055 0.0633244289 0.120449449
## Bi_ppm_com 0.040456319 0.0370411771 0.0527296206 0.0367940827 -0.033165295
## Ca _% 0.005781430 -0.0653802236 0.0719524630 0.0166535756 -0.119396560
## Cd_ppm_com -0.017223468 -0.0179464487 -0.0059546755 -0.0055184149 -0.023190454
## Ce_ppm -0.015299439 -0.1290466473 -0.0331224126 0.0207848720 -0.049285659
## Co_ppm 0.118098831 0.0688955480 -0.0256921801 0.0176305083 -0.001128902
## Cr_ppm_com -0.007238522 -0.0037090449 -0.0841200785 0.0239405141 0.126178344
## Cs_ppm_com 0.162691757 -0.0890348093 -0.0002523531 0.0121311936 -0.011227143
## Cu_ppm 0.006221340 0.0807020098 0.0504857041 -0.0102125585 0.026456873
## Fe _% 0.023921939 0.0195138095 -0.0194051428 0.0431138842 -0.023955748
## Ga_ppm 0.211142377 -0.1293897044 -0.0055365757 0.0321966146 0.034264865
## Gd_ppm_com -0.050691893 -0.1091549104 -0.1272939204 0.0606527363 0.019871627
## Ge_ppm_com -0.024289674 0.1193880169 -0.0225868290 -0.0084917969 0.006799164
## Hf_ppm_com -0.052074032 -0.0450656363 0.0836707127 0.0757343516 0.021277885
## In_ppm_com -0.011124265 -0.0122002060 0.0038829372 -0.0756689130 0.063372351
## K _% -0.133487476 0.0331157537 -0.0351604172 0.0429219049 -0.056063438
## La_ppm -0.052094566 -0.1074089505 -0.0434980249 0.0005225058 -0.039370828
## Li_ppm_com -0.036457561 0.0350118167 -0.0340884671 0.0533933607 0.041452965
## Lu_ppm_com 0.022069549 0.0495690702 0.0022588824 0.0216042613 0.034824887
## Mg_% -0.128316845 0.1669066317 -0.1220597701 -0.0919713033 0.002296160
## Mn _ppm 0.151829000 0.0042895285 0.0365178929 -0.0608061795 -0.020704867
## Mo_ppm_com 0.022465806 -0.0081150257 0.0017233628 0.0076890067 0.018351927
## Nb_ppm_com 0.131013490 0.1402112262 0.1237326653 -0.1815454489 0.065092790
## Ni_ppm_com 0.008989609 -0.0267073314 -0.0824632067 -0.0172375267 0.054970670
## P _%com 0.022050504 0.0578429757 -0.0156366276 0.0229240565 -0.132648487
## Pb_ppm 0.057761530 0.1473553732 -0.0257176136 0.0834738152 -0.053016521
## Rb_ppm -0.076123719 0.0223710847 -0.1399591338 -0.0347777606 -0.126685887
## Sb_ppm_com 0.005881594 -0.0313003532 0.1052639493 0.0605717724 -0.098665406
## Sc_ppm_com -0.128726384 -0.0004900609 0.1499193386 0.1657689910 -0.017203542
## Sn_ppm_com 0.018594641 0.0234607481 0.0593377978 -0.0424354454 -0.006771603
## Sr_ppm 0.033699570 0.1127077358 -0.1548219394 0.1131887018 -0.027042747
## Ta_ppm_com -0.068347781 -0.1336901265 -0.0407625904 -0.0382436684 -0.030924176
## Tb_ppm_com -0.049371066 -0.0137452955 -0.0206573226 0.0193441412 -0.024348684
## Th_ppm 0.214721328 0.0292888116 -0.0402983039 0.1988514337 0.059909166
## Tl_ppm_com -0.040228795 -0.0701879283 -0.0838619202 0.0289414948 0.208863815
## U_ppm -0.045885268 -0.0195473783 -0.0031416386 -0.0359002367 0.031156350
## V_ppm -0.081958796 -0.0595499561 0.0426761337 -0.0217920937 -0.047510721
## W_ppm_com 0.140941852 -0.0464870123 -0.0912003841 -0.0090307597 -0.053582543
## Y_ppm -0.025185821 0.0325067121 -0.0416995069 0.0297829916 -0.012706418
## Yb_ppm_com 0.017758776 0.0666385078 0.0080960939 -0.0053967622 0.013836204
## Zn_ppm 0.058305686 -0.1236840951 -0.0169179917 -0.0608862550 0.011817863
## Zr_ppm -0.001478753 -0.0275995430 -0.0359650082 -0.0197556426 -0.026485988
## Dim.31 Dim.32 Dim.33 Dim.34 Dim.35
## Ag_ppm_com -0.0260268503 2.805390e-02 0.004395693 0.0085896306 0.0211641207
## Al _% 0.0318973609 -1.581415e-01 -0.081372597 0.0384466376 0.0890023451
## As_ppm_com 0.0189062012 4.878796e-02 -0.015566058 -0.0234631093 0.0030288254
## Au_ppb_com 0.0426755243 -1.367707e-02 0.004333500 0.0099664330 -0.0390567582
## Ba _ppm -0.0433978576 -1.076063e-01 -0.012158779 0.0264983697 -0.0214480201
## Bi_ppm_com -0.0018340315 -4.125050e-02 0.013013074 -0.0087455526 0.0148871547
## Ca _% -0.0095893882 -9.797264e-03 -0.076014654 -0.0866496965 -0.1123976895
## Cd_ppm_com -0.0007760221 -1.960598e-02 0.013988347 0.0315549063 -0.0069140454
## Ce_ppm 0.0760306364 -6.107736e-02 0.009372772 -0.0587160861 0.0484389841
## Co_ppm 0.0446360728 -4.458402e-02 0.015097403 -0.0006734034 0.0023762036
## Cr_ppm_com 0.0459246564 1.668435e-02 0.066938576 0.0766259027 0.1057311888
## Cs_ppm_com -0.0275748068 3.330014e-02 0.004278054 0.0128072796 -0.0030979767
## Cu_ppm -0.0407907093 2.362258e-02 0.039291149 0.0405224046 -0.0218323447
## Fe _% -0.1056577903 3.316950e-02 -0.098459251 0.0020261799 0.0330715249
## Ga_ppm 0.0055035762 -1.213009e-02 0.101365146 0.0151027516 -0.0498085140
## Gd_ppm_com 0.0890526214 1.821393e-03 -0.016589247 0.0588539959 -0.0613376276
## Ge_ppm_com -0.0159823515 -6.705147e-02 -0.012148702 -0.0054427564 -0.0013336467
## Hf_ppm_com -0.0146740731 4.199454e-02 0.098975408 -0.0855734583 0.0280126424
## In_ppm_com -0.0433707350 5.928091e-02 -0.013348306 0.0477770376 -0.0312179028
## K _% -0.0441743514 2.072705e-02 -0.007488372 0.0306470257 0.0134859064
## La_ppm 0.0069130025 -1.821252e-02 -0.005438596 -0.0162380329 0.0218327406
## Li_ppm_com -0.0191043019 3.379289e-03 -0.037652608 0.0035229797 0.0234729779
## Lu_ppm_com -0.1041889397 -2.764759e-02 0.025589333 -0.0524802451 0.0330918039
## Mg_% -0.0345278524 -8.889669e-02 0.036139724 -0.0311559712 -0.0915550928
## Mn _ppm 0.0156214977 -9.710220e-03 -0.009706401 -0.0095046312 -0.0076565177
## Mo_ppm_com -0.0433455413 -1.373031e-02 -0.021905735 -0.0366499753 0.0454750195
## Nb_ppm_com 0.0824881092 1.209731e-01 -0.046135775 0.0116044271 0.0055531081
## Ni_ppm_com -0.0371064101 -5.378837e-02 -0.016389068 0.0080996030 0.0244114509
## P _%com -0.0327310245 7.625129e-05 0.100217139 0.0996127027 -0.0054413729
## Pb_ppm 0.1754604660 -6.866762e-02 -0.014389405 -0.0616413961 0.0355648611
## Rb_ppm 0.0433516446 1.044198e-01 0.021172037 -0.0378641706 0.0292687189
## Sb_ppm_com 0.0605656520 1.019538e-02 0.030233644 0.0339682504 -0.0357003111
## Sc_ppm_com 0.0533080370 1.010819e-01 -0.034460117 0.0172863804 0.0475222722
## Sn_ppm_com 0.0206693159 5.291307e-02 -0.020615589 -0.0107938002 -0.0034581010
## Sr_ppm -0.0747727560 1.027032e-01 -0.027330224 -0.0290207943 0.0062066331
## Ta_ppm_com -0.0805771546 5.033057e-03 -0.017351118 0.0280890733 -0.0184263092
## Tb_ppm_com 0.0322139866 -2.575032e-02 -0.017575723 0.0537868984 -0.0230775242
## Th_ppm -0.0509082938 -2.300465e-02 -0.063621035 0.0231818666 -0.0412419883
## Tl_ppm_com 0.0948176010 3.648318e-02 -0.032802174 -0.0568080663 -0.0420871187
## U_ppm 0.0458538786 -1.923417e-02 0.035799472 -0.0088459447 -0.0100917330
## V_ppm 0.0046540505 1.169723e-02 -0.026773310 0.0016665261 0.0118721872
## W_ppm_com 0.0187633656 4.151046e-02 0.011407267 -0.0183755662 0.0003088528
## Y_ppm -0.0118523771 1.953064e-02 0.004067382 0.0341000168 -0.0265216432
## Yb_ppm_com -0.1013025719 -1.604386e-02 0.002216829 -0.0280116637 0.0413170679
## Zn_ppm -0.0832332942 9.493281e-03 -0.003948971 -0.0405027245 0.0273126414
## Zr_ppm 0.0408045465 1.830146e-02 -0.100909090 0.0897846482 -0.0031331051
## Dim.36 Dim.37 Dim.38 Dim.39
## Ag_ppm_com -0.0219871759 -0.0548146224 -0.0310182471 -1.593299e-02
## Al _% 0.0223253681 -0.0114932736 -0.0757569061 6.359537e-03
## As_ppm_com 0.0250452825 -0.0051122464 0.0059214776 6.531861e-03
## Au_ppb_com 0.0322998767 0.0342668528 0.0151336855 9.569072e-03
## Ba _ppm 0.0384532166 -0.0272010708 0.0182246175 -2.633358e-02
## Bi_ppm_com -0.0005310840 -0.0051014363 0.0032536152 -1.881429e-03
## Ca _% 0.0233870132 0.0076862716 -0.0172084885 2.406109e-02
## Cd_ppm_com 0.0265250090 0.0080196801 -0.0060006412 1.547159e-02
## Ce_ppm -0.0156776520 0.0169544804 0.0378320381 8.681061e-03
## Co_ppm 0.0285786782 0.0216021734 -0.0097472966 2.001519e-02
## Cr_ppm_com -0.0333636793 -0.0178492792 0.0131969603 -2.948205e-02
## Cs_ppm_com -0.0153797439 -0.0052730258 -0.0051381234 2.383705e-03
## Cu_ppm 0.0076949125 -0.0172607520 -0.0365900668 1.247058e-02
## Fe _% -0.0795163668 -0.0304178812 -0.0236926059 -5.344936e-02
## Ga_ppm -0.0160572123 0.0245395042 0.0310864295 6.587999e-03
## Gd_ppm_com -0.0061072702 -0.0896731551 -0.0700888750 4.387715e-02
## Ge_ppm_com 0.0023245014 -0.0015188463 0.0011357884 -1.403242e-03
## Hf_ppm_com 0.0107563799 0.0194765296 -0.0882552505 -1.159484e-02
## In_ppm_com 0.0467308759 0.0433357298 -0.0122613862 1.319174e-02
## K _% -0.1128964445 0.0744188542 -0.0234084940 8.576909e-02
## La_ppm -0.0052536176 -0.0039276863 0.0160414933 6.235493e-03
## Li_ppm_com 0.0173090484 0.0180735386 -0.0063133406 1.972084e-02
## Lu_ppm_com 0.0139422515 -0.0769448248 0.0382560326 5.279211e-02
## Mg_% -0.0373268156 -0.0201507264 0.0249608243 -2.446238e-02
## Mn _ppm -0.0087724452 0.0088336050 -0.0014546498 7.501426e-03
## Mo_ppm_com 0.0096090957 0.0109946745 -0.0048650738 -5.398974e-03
## Nb_ppm_com -0.0111344190 -0.0004024059 -0.0174766083 1.642226e-02
## Ni_ppm_com 0.0778883780 0.0654738070 -0.0141886419 4.470156e-02
## P _%com 0.0324375025 -0.0264826538 -0.0059638236 2.641970e-02
## Pb_ppm -0.0224706391 0.0032893759 0.0110155704 -2.149360e-04
## Rb_ppm 0.0947475076 -0.0354209393 0.0073362241 -4.771834e-02
## Sb_ppm_com -0.0449177258 -0.0231293599 0.0255613882 -1.916878e-02
## Sc_ppm_com 0.0369843371 0.0196833800 0.0348564548 2.401513e-02
## Sn_ppm_com -0.0106999635 -0.0100834972 -0.0062899620 -6.404857e-03
## Sr_ppm 0.0001552209 0.0143828123 -0.0009244344 5.003892e-03
## Ta_ppm_com -0.0044974961 -0.0090395616 0.0071022461 -1.015579e-02
## Tb_ppm_com -0.0073579070 0.0965676455 -0.0318342591 -7.567595e-02
## Th_ppm 0.0246649080 -0.0129202837 -0.0020301468 -2.652672e-02
## Tl_ppm_com -0.0248325167 -0.0189527342 -0.0157786478 7.419222e-03
## U_ppm -0.0255900649 0.0166331664 0.0232881135 -1.695733e-03
## V_ppm 0.0121228205 -0.0317436753 -0.0141730291 -7.159433e-05
## W_ppm_com -0.0029949901 0.0095095704 -0.0027045818 8.824868e-03
## Y_ppm 0.0110604194 0.0395849137 -0.0172691648 -3.557796e-02
## Yb_ppm_com -0.0013901283 -0.0097116342 0.0150577424 1.722365e-02
## Zn_ppm -0.0085252475 0.0370211888 0.0399846045 -1.615835e-02
## Zr_ppm 0.0071157666 -0.0120564439 0.0921781578 1.608569e-02
## Dim.40 Dim.41 Dim.42 Dim.43
## Ag_ppm_com 0.0269047041 0.0420539513 0.0064675797 5.548390e-02
## Al _% -0.0146351798 -0.0069749045 -0.0132521058 3.641678e-03
## As_ppm_com 0.0131409232 0.0176590211 0.0156219545 2.591736e-04
## Au_ppb_com -0.0570923284 0.0319722111 -0.0521331769 -2.042950e-02
## Ba _ppm 0.0101930889 -0.0040936518 0.0019535663 4.929919e-03
## Bi_ppm_com -0.0176087232 0.0099468449 0.0048781563 -9.047296e-04
## Ca _% -0.0025419656 0.0012415749 0.0047555289 8.698335e-03
## Cd_ppm_com -0.0122369267 -0.0056318233 -0.0014588969 1.846905e-03
## Ce_ppm -0.0075489917 -0.0199624560 0.0118446978 -6.043179e-03
## Co_ppm 0.0037510450 -0.0027523567 0.0043325733 3.210222e-03
## Cr_ppm_com 0.0086271049 0.0028363463 -0.0068122681 -7.579192e-03
## Cs_ppm_com -0.0014419663 -0.0004991648 -0.0013084382 -1.852746e-03
## Cu_ppm -0.0281653151 -0.0148384610 0.0674933460 -2.451714e-02
## Fe _% -0.0302106494 -0.0328244242 -0.0211876676 -3.799179e-03
## Ga_ppm 0.0160098859 0.0094300719 0.0027075156 8.432670e-04
## Gd_ppm_com -0.0127809170 -0.0118311890 0.0018610880 -1.400537e-03
## Ge_ppm_com 0.0021641519 -0.0018724916 0.0013765352 4.820248e-04
## Hf_ppm_com -0.0041538753 -0.0099537500 -0.0140976731 -2.282932e-03
## In_ppm_com 0.0666691995 -0.0590850018 -0.0338981411 4.582054e-03
## K _% 0.0117446968 0.0117067757 -0.0010416736 -1.960905e-03
## La_ppm 0.0091937794 0.0144658593 -0.0163020387 -4.108530e-03
## Li_ppm_com 0.0009553586 0.0076270588 0.0078525057 5.837712e-03
## Lu_ppm_com -0.0067889725 0.0045185701 -0.0274366049 -7.281411e-03
## Mg_% 0.0148642096 -0.0002757811 0.0033580854 -2.861906e-03
## Mn _ppm -0.0023543700 -0.0021010076 -0.0002145755 3.001394e-03
## Mo_ppm_com -0.0011594888 0.0412055089 0.0210590148 -3.900520e-03
## Nb_ppm_com -0.0158636017 0.0085999882 -0.0048251640 -9.452915e-03
## Ni_ppm_com -0.0128821226 -0.0009141737 0.0032786863 -5.302199e-05
## P _%com -0.0017381726 0.0035948167 0.0010463077 3.435823e-03
## Pb_ppm 0.0548116973 -0.0162634029 0.0073360033 2.352482e-03
## Rb_ppm -0.0124521167 -0.0140370354 0.0012999887 -2.503536e-03
## Sb_ppm_com -0.0050726133 -0.0185332418 -0.0180077761 -2.438048e-02
## Sc_ppm_com -0.0053025633 -0.0099012095 0.0067147509 1.337786e-02
## Sn_ppm_com 0.0097981188 0.0017250590 0.0026541395 4.241580e-03
## Sr_ppm -0.0065891692 -0.0018250038 0.0061715760 -1.653123e-03
## Ta_ppm_com 0.0034039963 -0.0031031387 0.0002808329 1.739015e-03
## Tb_ppm_com -0.0028904878 0.0031277450 0.0190911066 -1.724500e-02
## Th_ppm 0.0066195483 0.0006646978 0.0056062128 -4.213968e-03
## Tl_ppm_com -0.0022061440 0.0021153060 0.0035776093 -2.858303e-03
## U_ppm -0.0725562189 -0.0217769382 0.0073931142 4.878270e-02
## V_ppm 0.0314416982 0.0493016813 0.0012726911 -4.335952e-02
## W_ppm_com 0.0012362686 -0.0006661788 -0.0009383710 1.117609e-03
## Y_ppm 0.0168490491 0.0367986608 -0.0150194551 3.479155e-02
## Yb_ppm_com 0.0180499113 -0.0333911381 0.0222366868 -7.551818e-04
## Zn_ppm -0.0157319683 0.0069761195 0.0023349437 -1.073660e-02
## Zr_ppm -0.0018933456 0.0051233058 0.0136175165 6.202218e-03
## Dim.44 Dim.45 Dim.46
## Ag_ppm_com -3.112031e-02 -5.578264e-03 -1.816297e-02
## Al _% 5.788509e-03 3.410387e-03 4.044576e-03
## As_ppm_com -6.925574e-04 2.106239e-03 9.295804e-05
## Au_ppb_com 3.084025e-03 -9.416156e-03 -2.214912e-02
## Ba _ppm 2.593275e-03 -1.855619e-04 -6.718480e-04
## Bi_ppm_com 2.330878e-03 -3.869601e-03 1.297168e-03
## Ca _% -2.826300e-03 -9.205894e-04 1.474281e-04
## Cd_ppm_com 2.969157e-03 -7.646623e-04 -2.167766e-04
## Ce_ppm -7.743968e-05 3.480260e-02 -3.049658e-02
## Co_ppm 2.000898e-03 -4.187389e-04 2.310703e-03
## Cr_ppm_com 1.408438e-03 1.280117e-04 -7.043835e-04
## Cs_ppm_com 4.724393e-04 -6.357256e-04 -6.071065e-05
## Cu_ppm 1.389287e-02 1.630802e-02 1.625787e-02
## Fe _% 5.865181e-03 6.182060e-03 6.743807e-04
## Ga_ppm -2.890995e-03 -4.266152e-03 -1.080619e-03
## Gd_ppm_com 1.039470e-03 -6.309989e-03 -6.099258e-03
## Ge_ppm_com -2.823799e-03 4.908879e-04 1.762005e-04
## Hf_ppm_com 9.900473e-04 -5.510343e-04 4.958121e-04
## In_ppm_com -9.200289e-03 9.104508e-03 -1.446258e-03
## K _% -3.477176e-03 2.936346e-03 -5.044403e-04
## La_ppm 1.305513e-02 -3.703420e-02 3.491660e-02
## Li_ppm_com -6.792458e-03 -6.068449e-05 -4.262603e-04
## Lu_ppm_com -3.858997e-02 2.095151e-02 2.144293e-02
## Mg_% -3.234565e-04 1.814974e-03 -7.983178e-04
## Mn _ppm -9.934006e-04 -4.371620e-04 -4.364134e-04
## Mo_ppm_com 2.507299e-03 -5.380366e-04 6.786945e-05
## Nb_ppm_com -8.971884e-04 -6.904330e-04 3.272505e-04
## Ni_ppm_com 6.173852e-04 -1.129091e-03 1.951837e-03
## P _%com -3.816682e-03 -6.084432e-04 -2.813545e-03
## Pb_ppm 9.579210e-04 -9.986423e-04 1.357513e-02
## Rb_ppm -2.804862e-03 -1.426269e-03 -6.355777e-04
## Sb_ppm_com 1.146185e-02 -1.090228e-04 3.156278e-03
## Sc_ppm_com -2.413822e-03 -1.574683e-03 3.857112e-03
## Sn_ppm_com 9.661156e-04 4.764630e-04 1.512882e-03
## Sr_ppm -3.381306e-03 5.690567e-04 -1.129407e-04
## Ta_ppm_com -1.272174e-03 6.449485e-04 -3.138601e-04
## Tb_ppm_com -5.304745e-02 -9.320350e-03 3.454924e-03
## Th_ppm -1.288740e-03 1.750398e-03 -3.861077e-04
## Tl_ppm_com 2.687075e-03 -1.422985e-03 9.358865e-04
## U_ppm -5.108944e-03 -5.737184e-03 7.020825e-03
## V_ppm 4.175753e-03 2.834492e-03 -1.022137e-02
## W_ppm_com -1.434522e-03 -1.236497e-03 1.778752e-03
## Y_ppm 5.569643e-02 2.734181e-02 1.014878e-02
## Yb_ppm_com 2.790218e-02 -3.949825e-02 -2.855491e-02
## Zn_ppm 7.158464e-03 1.973801e-03 5.233167e-03
## Zr_ppm -1.467066e-03 8.977772e-04 2.638734e-04var$contrib## Dim.1 Dim.2 Dim.3 Dim.4 Dim.5
## Ag_ppm_com 8.733104983 3.401661e-01 0.019359858 6.462765e-01 4.6027006250
## Al _% 5.108862310 3.341029e-01 2.097323758 5.236209e+00 1.4875552506
## As_ppm_com 4.995725377 2.369709e-01 0.045193538 3.791005e-01 2.6812650196
## Au_ppb_com 8.204367947 9.334418e-02 0.002199088 1.961260e+00 5.8350019808
## Ba _ppm 0.085974982 1.561738e+00 3.766078783 1.771218e-01 0.0605306392
## Bi_ppm_com 0.131366416 7.621545e-02 0.001196660 1.591122e-01 0.1752080016
## Ca _% 0.025317764 5.255254e-01 0.362145037 1.370285e+01 6.1181445250
## Cd_ppm_com 1.654206055 8.366415e-01 0.086427228 6.330098e-02 0.9018177211
## Ce_ppm 0.935375220 9.780778e+00 0.256429713 1.510272e+00 0.7874932875
## Co_ppm 2.638048331 2.999200e-01 0.383799756 8.134479e-01 4.8336155316
## Cr_ppm_com 0.107807220 6.932951e-01 0.624646704 6.201094e+00 5.4614404040
## Cs_ppm_com 0.318048250 2.411954e-02 1.129896881 9.745825e-01 2.1056284010
## Cu_ppm 8.127467197 3.958314e-02 0.000572924 2.364185e+00 5.7765759591
## Fe _% 5.676964412 1.197778e+00 2.915050946 1.201063e-01 0.5007844018
## Ga_ppm 1.425587707 1.974089e+00 2.838389221 1.856736e-03 4.2923817956
## Gd_ppm_com 1.183452691 6.271599e+00 0.381806892 7.349802e+00 0.4683804412
## Ge_ppm_com 0.194520590 3.810478e-01 0.071453861 5.548845e+00 2.0662069854
## Hf_ppm_com 0.643089896 8.561864e-04 6.245561579 2.370724e-03 1.3792294805
## In_ppm_com 9.212520538 9.602005e-03 0.056880905 1.160230e+00 0.4413640260
## K _% 0.107326152 7.437017e-01 11.751703958 5.123261e-02 0.1028329377
## La_ppm 2.554268293 5.891447e+00 0.383132722 2.004203e+00 2.4582821273
## Li_ppm_com 0.024995320 2.406953e-01 0.871451705 4.466072e+00 2.3145184980
## Lu_ppm_com 0.434117803 1.173552e+01 0.705872610 2.676519e-03 2.7633433112
## Mg_% 1.201439861 4.322747e-02 10.172606575 2.702959e-01 0.0636495352
## Mn _ppm 0.068289112 7.686286e-01 3.624141447 2.558650e+00 1.4504465234
## Mo_ppm_com 3.980434829 1.076293e-01 0.045597727 1.142337e-05 0.0001627805
## Nb_ppm_com 0.666277052 8.601496e+00 0.793305131 1.205553e-01 0.1203720102
## Ni_ppm_com 1.910784049 1.965341e+00 0.774266263 4.325013e-01 1.2793065248
## P _%com 0.008631961 2.038368e-01 0.671101090 2.002260e+01 3.1741630516
## Pb_ppm 7.882579254 2.952870e-01 0.033169915 3.056224e-01 1.8261655655
## Rb_ppm 0.178461803 1.455791e+00 9.048131881 1.306684e-01 0.0835672752
## Sb_ppm_com 3.863626253 6.680403e-01 0.172854095 1.291995e+00 2.5092032392
## Sc_ppm_com 1.016426646 5.598701e-01 10.460682158 1.368522e-02 0.6099690945
## Sn_ppm_com 0.160172573 3.847542e+00 0.011665265 2.588575e+00 0.0011260284
## Sr_ppm 3.119554608 1.379519e-01 3.483465438 8.681468e-01 3.2455063931
## Ta_ppm_com 0.190521751 4.081427e-01 0.121527623 2.848918e-02 5.1981838635
## Tb_ppm_com 0.186910135 1.179501e+01 1.490859731 6.020496e-02 2.2345752329
## Th_ppm 0.082253698 9.389566e-01 10.752385968 3.209174e-01 0.1280772246
## Tl_ppm_com 0.328512049 3.028401e-01 1.220085308 1.405726e+01 0.7850064006
## U_ppm 5.074857069 3.808789e-01 0.004923659 4.210872e-03 5.0971253492
## V_ppm 2.702711202 1.020337e-03 3.533258926 8.554449e-02 4.7862381879
## W_ppm_com 0.070114268 1.124471e-01 0.014715056 6.939277e-02 0.0691355068
## Y_ppm 0.178692189 1.252403e+01 0.971762807 1.016490e-01 2.0546897878
## Yb_ppm_com 0.322656682 1.139409e+01 0.918153886 2.831066e-01 3.5089449640
## Zn_ppm 3.800756879 3.294199e-02 0.043990338 9.926086e-01 3.0823795494
## Zr_ppm 0.482820623 1.662643e-01 6.640775387 4.971040e-01 1.0777045608
## Dim.6 Dim.7 Dim.8 Dim.9 Dim.10
## Ag_ppm_com 7.074183e-01 1.910703e-01 7.929907e-01 1.23076855 1.039790e+00
## Al _% 5.435473e+00 1.069167e-01 5.596009e-01 0.14173530 4.491329e-05
## As_ppm_com 1.299996e+00 5.284131e+00 9.783559e-01 0.93952212 6.117410e-01
## Au_ppb_com 6.855916e-03 2.455884e+00 4.970962e-02 0.09283331 2.310994e+00
## Ba _ppm 8.449519e+00 2.670750e+00 7.200530e+00 5.58867434 5.559187e-02
## Bi_ppm_com 6.788829e-01 5.216067e-01 2.045261e-04 6.84377110 2.146855e+00
## Ca _% 5.434272e+00 2.594029e-01 1.937950e+00 3.03194613 2.480616e+00
## Cd_ppm_com 4.425302e-03 1.260715e-01 2.353850e-01 0.04186739 4.539389e+00
## Ce_ppm 3.253772e+00 7.966846e-05 7.483173e-02 0.84154886 1.590995e-01
## Co_ppm 2.374588e-02 1.666285e+00 1.796769e+00 2.68684402 7.000620e+00
## Cr_ppm_com 8.457923e+00 1.355182e+00 4.271408e+00 4.03715960 5.625033e+00
## Cs_ppm_com 4.165030e+00 1.147397e+01 3.906380e-01 2.04007702 1.737303e+00
## Cu_ppm 2.272153e-01 1.645140e+00 1.198767e-03 0.02047849 1.914154e+00
## Fe _% 1.804511e-01 1.913749e+00 1.840202e+00 4.81952567 1.768947e-03
## Ga_ppm 4.049637e+00 7.349534e+00 4.136002e-01 0.09176339 1.073540e-01
## Gd_ppm_com 4.807349e-01 3.048090e-01 1.623232e-03 0.52144908 2.768190e-01
## Ge_ppm_com 1.458590e+00 7.845372e+00 3.415641e-01 0.43645937 1.928105e+00
## Hf_ppm_com 1.102492e-01 3.681327e-01 1.941972e+01 5.72649102 6.056529e-01
## In_ppm_com 1.525795e+00 1.320862e-02 2.574959e+00 0.74826777 5.418733e-01
## K _% 7.554194e+00 3.438917e-01 3.742043e+00 0.08250027 2.222670e-01
## La_ppm 3.591147e+00 7.190879e-02 1.282992e-01 1.14550101 9.025919e-03
## Li_ppm_com 8.425750e-01 1.832777e+01 2.076581e+00 0.45846905 2.627411e-02
## Lu_ppm_com 5.344960e-02 1.537292e-03 1.216294e-02 0.30307467 2.294129e-01
## Mg_% 5.304513e-01 2.939274e+00 2.423425e+00 0.01690079 2.790013e-01
## Mn _ppm 9.483511e-02 1.038401e+01 4.694113e-02 0.95892448 1.333943e-02
## Mo_ppm_com 1.746069e+00 1.443315e-03 2.479184e+00 7.11230279 5.685139e+00
## Nb_ppm_com 3.357503e-03 5.122329e-01 2.811164e+00 0.14120904 1.837339e+00
## Ni_ppm_com 3.954432e+00 2.641100e+00 1.094801e+01 1.02370844 5.718208e+00
## P _%com 5.101490e-01 1.135401e-01 1.138615e+00 2.24605915 3.103624e+00
## Pb_ppm 1.810403e+00 5.417900e-01 3.299514e-01 2.27116017 1.326503e-04
## Rb_ppm 7.863538e+00 9.944005e-01 2.085707e+00 0.18521138 5.124938e-01
## Sb_ppm_com 3.183454e-01 7.636926e-01 3.817993e-01 0.01925030 1.466499e+01
## Sc_ppm_com 9.690851e-02 1.339996e-05 6.875745e-01 1.56808463 1.141798e+00
## Sn_ppm_com 3.279353e+00 4.983261e-01 6.821563e-01 0.79973376 7.142415e-01
## Sr_ppm 1.285448e-01 2.819500e+00 8.167917e-01 0.17784594 3.695113e-01
## Ta_ppm_com 5.386188e-01 2.056910e-01 1.386892e+00 0.97512709 9.643879e+00
## Tb_ppm_com 2.651699e-01 5.805181e-03 1.189419e-01 0.14715563 3.928163e-01
## Th_ppm 3.034977e-01 2.702046e-01 8.526217e-01 3.78871718 1.137913e+00
## Tl_ppm_com 2.333313e+00 1.222614e-02 1.704629e+00 7.38965338 2.103020e+00
## U_ppm 8.294384e+00 2.313317e+00 2.496560e-01 7.94828046 2.779131e+00
## V_ppm 7.227181e+00 2.987977e+00 4.204974e-03 1.08446569 8.012075e+00
## W_ppm_com 1.312262e+00 3.520446e+00 6.256357e+00 15.73407828 4.740636e+00
## Y_ppm 2.724597e-01 3.458876e-02 1.866027e-02 0.00707914 2.042129e-01
## Yb_ppm_com 5.397745e-05 2.442757e-03 1.782344e-04 0.28429224 2.833811e-01
## Zn_ppm 7.870924e-01 3.794246e+00 5.166048e-03 0.06048071 2.426477e+00
## Zr_ppm 3.382278e-01 3.473268e-01 1.573104e+01 4.18955178 6.668524e-01
## Dim.11 Dim.12 Dim.13 Dim.14 Dim.15
## Ag_ppm_com 0.535832083 1.636455e-01 2.816130e+00 0.093264468 0.184776666
## Al _% 0.015593640 2.846470e-01 3.252819e+00 0.405321367 0.827764890
## As_ppm_com 0.010736198 4.583131e-02 3.401935e+00 0.071816505 1.153281752
## Au_ppb_com 0.299183512 2.722444e-01 3.483000e-01 0.127993887 0.025706556
## Ba _ppm 1.251272867 4.209776e+00 1.151542e-02 3.416714216 0.362026663
## Bi_ppm_com 3.605365158 5.868747e+01 3.343412e+00 0.084683025 0.859419958
## Ca _% 2.917765404 3.416479e-01 1.009039e-01 4.351463414 1.909098289
## Cd_ppm_com 3.097701524 1.102582e+00 2.855217e+01 2.294894392 18.007217156
## Ce_ppm 0.283187027 1.986539e-02 1.502122e+00 1.074772000 0.528957186
## Co_ppm 1.900237100 2.837828e+00 3.737234e-01 0.243624283 1.390069758
## Cr_ppm_com 5.193199028 2.598389e-01 2.857126e-01 5.647620038 1.445753657
## Cs_ppm_com 7.415245458 9.052961e-01 2.020827e+00 0.476557422 4.732357977
## Cu_ppm 0.395584774 1.033767e-01 2.781078e+00 0.713076873 0.134322539
## Fe _% 0.003848252 1.335845e-01 8.703641e-01 0.399477706 4.999226416
## Ga_ppm 0.255975337 1.582148e-01 3.814330e-01 0.971584393 4.720159361
## Gd_ppm_com 7.913648611 4.666766e-02 3.516544e-01 1.900056756 0.055484786
## Ge_ppm_com 0.862911818 1.183133e+00 3.750418e-01 8.034268918 0.068943796
## Hf_ppm_com 1.214515889 2.305152e+00 3.995912e-04 2.837084931 1.303738712
## In_ppm_com 2.438354026 2.802197e+00 3.364767e+00 0.107125784 0.229964959
## K _% 0.121562504 1.783919e-03 3.304174e-01 0.164030358 0.382166816
## La_ppm 0.548871857 1.763630e-02 4.462321e+00 2.917187164 1.686221084
## Li_ppm_com 2.451041923 1.674967e+00 1.723577e-01 0.016715641 0.639104659
## Lu_ppm_com 0.024169585 1.425178e-02 8.268244e-01 0.202351372 0.200557536
## Mg_% 1.212716963 4.047047e-02 2.379426e+00 0.030397943 0.002380598
## Mn _ppm 0.354551066 4.522135e-02 2.313942e-01 4.411642356 4.622920108
## Mo_ppm_com 7.842479292 6.364215e-01 1.230818e-02 1.446170752 6.934880301
## Nb_ppm_com 0.030527172 7.876363e-01 4.507831e-01 2.678809243 0.060819602
## Ni_ppm_com 0.697543170 1.283744e+00 1.689101e+00 3.136141483 0.580480243
## P _%com 1.991043223 1.703607e-01 3.259372e+00 0.853873374 0.635201165
## Pb_ppm 0.581275419 4.796392e-04 5.099545e+00 2.174119887 0.353410528
## Rb_ppm 0.946620236 2.874140e-02 7.301021e-01 1.360575478 1.827542314
## Sb_ppm_com 0.346603860 3.278799e-02 7.192197e+00 5.955293769 7.741658250
## Sc_ppm_com 0.923246945 5.294380e-01 3.400647e-02 2.624594097 0.005228002
## Sn_ppm_com 0.687882848 5.965585e+00 3.352657e-01 1.413468718 1.603611574
## Sr_ppm 1.891296376 1.839851e+00 2.505593e+00 5.055206373 0.436579114
## Ta_ppm_com 16.683351947 4.010515e+00 7.228928e+00 11.048245941 6.375936706
## Tb_ppm_com 0.005925435 2.279334e-02 8.093285e-01 0.073674070 0.039688322
## Th_ppm 0.456129659 5.304485e-01 9.300545e-02 2.194606850 0.468543410
## Tl_ppm_com 7.610542273 2.354927e+00 1.387885e+00 0.517876275 0.561071167
## U_ppm 0.088899169 2.052674e-01 9.176825e-02 0.022313343 0.530617961
## V_ppm 0.002612113 4.794659e-01 2.846270e-01 0.380219401 0.840058223
## W_ppm_com 11.069665226 1.029633e-01 1.422340e+00 2.135361617 18.488589291
## Y_ppm 0.031740214 2.110810e-01 5.159141e-01 0.000300787 0.004326444
## Yb_ppm_com 0.123595582 7.172543e-02 7.477694e-01 0.154916314 0.485398003
## Zn_ppm 3.179302564 3.683880e-01 3.357839e+00 8.608157229 0.796703539
## Zr_ppm 0.486645677 2.710053e+00 2.152676e-01 7.172349788 0.758033965
## Dim.16 Dim.17 Dim.18 Dim.19 Dim.20
## Ag_ppm_com 1.034459e+00 5.568475e-02 2.373678e-02 1.892030e-02 1.630832e+00
## Al _% 2.441467e-01 1.678911e-01 6.994713e-01 2.495939e-01 5.059096e-02
## As_ppm_com 7.410735e-02 3.495306e+00 1.208266e+00 1.640540e+00 8.441745e+00
## Au_ppb_com 6.944703e-02 3.003732e-01 3.461019e-01 3.981070e-01 2.175909e+00
## Ba _ppm 1.234184e-01 1.739956e+00 7.171206e-01 6.759482e-01 5.563184e-01
## Bi_ppm_com 5.807939e-02 4.094427e+00 2.731511e+00 8.054697e-01 2.045380e+00
## Ca _% 3.522189e-01 4.987341e-04 5.612795e-01 4.981293e-02 1.999479e-01
## Cd_ppm_com 2.695927e+00 5.903480e+00 3.057161e+00 3.757426e+00 1.475189e+00
## Ce_ppm 4.718354e-04 2.946784e+00 1.333968e-01 3.446304e-01 4.564166e-01
## Co_ppm 4.183506e+00 1.630704e+00 1.230940e+00 3.423361e+01 1.622521e+00
## Cr_ppm_com 1.180060e-01 1.798024e-01 6.401329e-03 6.209687e-02 1.893384e-01
## Cs_ppm_com 1.046177e+01 1.892714e+00 9.073572e+00 1.478082e+00 4.189172e+00
## Cu_ppm 4.201176e-02 2.188149e-01 3.108290e-02 3.498501e-01 1.485167e-01
## Fe _% 8.649103e-04 1.488556e-01 1.029349e-01 1.615103e-01 3.202526e+00
## Ga_ppm 1.607722e+00 1.699780e-01 1.367278e-02 2.989138e+00 2.078883e+00
## Gd_ppm_com 5.404702e-01 3.485919e+00 4.228745e-01 4.563225e-02 3.056294e-02
## Ge_ppm_com 2.903882e+01 7.857026e-03 1.371263e+01 5.551219e+00 2.524415e-04
## Hf_ppm_com 2.947742e-01 1.315381e-01 2.764451e+00 1.422905e-02 3.547218e-02
## In_ppm_com 1.289162e-01 4.356664e-01 5.902501e-01 2.007165e-01 1.337771e-02
## K _% 8.172465e-02 2.870579e-01 9.912605e-05 2.587062e-01 1.227720e+00
## La_ppm 7.530182e-03 4.277200e+00 1.081175e+00 3.179683e-01 9.533865e-02
## Li_ppm_com 4.859602e+00 1.199121e+00 2.837030e+00 1.256294e+01 2.781935e+00
## Lu_ppm_com 1.576503e-01 1.277512e-01 3.485247e-01 1.902389e-01 6.058912e-02
## Mg_% 3.799973e-01 5.246388e-02 6.339156e+00 9.192462e-01 1.842254e-02
## Mn _ppm 1.550463e+00 5.000165e+00 4.707410e+00 2.400214e+00 1.777057e+01
## Mo_ppm_com 3.730504e+00 7.597005e+00 1.356800e+00 2.663726e+00 1.348693e+01
## Nb_ppm_com 1.688811e+00 2.063083e+00 4.599167e-02 7.833411e-01 3.258760e+00
## Ni_ppm_com 2.738813e-01 2.517705e-01 5.497380e+00 3.030457e+00 4.256989e+00
## P _%com 3.731176e-01 5.844168e-02 2.580539e+00 8.318776e-01 1.961578e-01
## Pb_ppm 4.016754e-01 5.031028e-01 6.544401e-01 1.630850e+00 3.404305e-01
## Rb_ppm 6.590935e-01 5.673115e-02 2.277975e-02 1.594212e+00 1.529134e+00
## Sb_ppm_com 4.702352e-01 1.728257e+00 5.247331e-01 1.534598e+00 1.615826e+00
## Sc_ppm_com 6.987621e-01 1.664983e-01 4.356896e+00 7.985977e-01 1.984714e+00
## Sn_ppm_com 2.579351e+01 6.361735e+00 6.419485e+00 4.093939e+00 5.076070e-02
## Sr_ppm 1.204708e-01 3.521158e+00 8.879196e-01 2.150204e+00 7.738802e+00
## Ta_ppm_com 1.904725e+00 2.566110e+00 9.457360e+00 9.756062e-01 9.147456e-01
## Tb_ppm_com 7.557238e-02 3.172477e-01 1.599113e-03 3.398586e-01 7.962668e-03
## Th_ppm 9.507911e-01 3.676162e-02 2.017616e-01 4.281197e-01 1.039962e-02
## Tl_ppm_com 8.829187e-01 4.437594e-01 1.846128e-01 3.827281e-05 3.490109e-02
## U_ppm 2.279215e-03 2.051929e+00 5.967424e-01 1.404931e-01 2.523683e+00
## V_ppm 5.156042e-01 2.126024e+00 2.271968e+00 2.562547e-01 7.133903e+00
## W_ppm_com 4.030240e-01 7.410405e+00 4.841877e-01 7.682907e+00 8.170835e-01
## Y_ppm 1.709473e-01 1.007532e-01 3.019328e-02 5.619365e-01 1.282253e-01
## Yb_ppm_com 1.200560e-01 1.816090e-01 1.013717e-01 5.152072e-01 2.512486e-05
## Zn_ppm 1.751516e+00 2.386420e+01 6.588198e+00 2.535980e-01 3.360372e+00
## Zr_ppm 9.064017e-01 6.434118e-01 4.994790e+00 5.833668e-02 1.126630e-01
## Dim.21 Dim.22 Dim.23 Dim.24 Dim.25
## Ag_ppm_com 2.970313e+00 5.493576e-01 2.794239e-01 7.007257e-01 6.092502e-01
## Al _% 3.841749e-01 4.697078e+00 3.463784e+00 6.887238e-01 2.374204e-01
## As_ppm_com 1.308758e+01 7.178719e+00 2.914885e+00 2.903617e+00 2.055885e+01
## Au_ppb_com 5.285839e-01 3.076532e-01 7.062620e-01 6.332563e-02 3.727246e-01
## Ba _ppm 8.018799e+00 4.740480e-01 1.505599e+00 5.075258e-01 1.704728e-02
## Bi_ppm_com 4.077270e-01 2.798889e-02 3.348026e+00 4.127980e-01 7.959707e-01
## Ca _% 3.571843e-03 3.291415e-01 4.414871e+00 1.012795e+00 5.063025e-02
## Cd_ppm_com 1.538830e+00 8.319991e+00 6.408843e-04 5.075874e+00 1.102087e+00
## Ce_ppm 3.023249e-02 1.370495e+00 1.004870e+00 2.159748e-03 3.481487e+00
## Co_ppm 2.496860e+00 9.267633e-01 2.372946e+00 7.991618e+00 3.787443e-01
## Cr_ppm_com 6.486097e-01 3.129488e-01 4.380963e-01 2.162573e-01 1.258076e-02
## Cs_ppm_com 8.805792e-04 6.725753e+00 2.881661e+00 8.513656e+00 1.036504e+00
## Cu_ppm 5.540831e-01 5.316325e-01 1.885128e+00 1.865233e-01 1.688647e+00
## Fe _% 3.155620e-01 6.609770e+00 1.322198e+00 2.553651e+00 1.546106e-02
## Ga_ppm 3.482326e-03 4.422317e-01 1.440000e+01 3.989358e+00 1.971572e+00
## Gd_ppm_com 3.066763e-01 1.821799e+00 6.290986e-01 4.556614e-01 4.003272e-04
## Ge_ppm_com 6.233506e+00 2.087977e-01 7.878799e-06 2.298054e+00 2.363591e+00
## Hf_ppm_com 2.461849e-01 1.153354e-02 7.244284e-01 1.203485e-05 1.317473e+00
## In_ppm_com 5.995517e-01 1.379416e-02 4.015263e-01 1.922725e-02 1.002274e-02
## K _% 1.390917e+00 3.300580e-01 2.051583e-02 1.208688e-03 1.844105e-01
## La_ppm 1.548117e-01 1.033210e+00 8.966692e-01 3.522875e-03 3.425215e+00
## Li_ppm_com 2.305075e+00 2.251025e-01 1.607946e+01 1.009042e+01 2.057387e+00
## Lu_ppm_com 7.621029e-03 5.288606e-01 1.365892e+00 1.152405e+00 2.699632e+00
## Mg_% 5.979193e+00 5.712024e-01 4.940546e-02 1.104422e+00 7.608062e+00
## Mn _ppm 5.977066e-02 1.296975e+01 1.169952e+01 2.704993e+00 2.052851e-01
## Mo_ppm_com 3.434959e-03 9.304712e+00 2.703386e+00 1.220710e-01 3.264348e-01
## Nb_ppm_com 2.029082e-01 4.583356e+00 7.619876e-01 1.640706e-02 5.325166e+00
## Ni_ppm_com 3.211476e-01 1.698337e+00 7.291312e-01 6.430717e+00 3.703637e+00
## P _%com 2.790746e+00 3.025598e+00 1.605745e+00 2.512291e+00 6.169818e+00
## Pb_ppm 5.115331e+00 1.334315e-01 2.895266e-01 1.625196e+00 5.602948e-01
## Rb_ppm 3.646442e+00 3.968047e-02 6.654388e-01 3.111728e-01 3.570319e+00
## Sb_ppm_com 3.205210e-01 6.598680e+00 7.783241e-01 2.482521e+00 2.835072e-01
## Sc_ppm_com 1.183044e+01 3.724986e-01 4.101115e-01 8.503794e-02 4.122828e+00
## Sn_ppm_com 2.334186e-01 6.693800e+00 7.287877e+00 1.273682e+01 5.550266e-01
## Sr_ppm 9.526586e+00 3.888196e+00 5.130476e+00 2.549079e+00 4.463737e-02
## Ta_ppm_com 1.418314e+00 9.781409e-01 3.189456e-02 2.545119e-01 2.997833e-01
## Tb_ppm_com 2.472034e-01 4.430909e-04 9.335334e-02 1.613936e+00 6.365984e-01
## Th_ppm 7.060439e+00 2.311762e+00 3.371754e-01 3.890316e+00 1.004324e+01
## Tl_ppm_com 3.700746e+00 2.287395e-01 5.299415e-01 8.721158e-01 3.432241e+00
## U_ppm 4.010541e-02 1.058260e+00 2.249490e-01 2.932703e+00 3.745524e-01
## V_ppm 2.610004e+00 8.879994e-01 1.783043e-01 4.904466e+00 4.613015e-02
## W_ppm_com 2.148367e-03 1.317332e-02 1.880568e+00 7.933994e-01 2.929223e-01
## Y_ppm 1.284279e-02 8.377500e-04 7.067424e-01 8.466810e-01 1.633650e+00
## Yb_ppm_com 1.249503e-02 6.389107e-01 2.310840e+00 1.223278e+00 1.643562e+00
## Zn_ppm 2.165655e+00 8.994866e-01 1.070920e-02 1.869448e-01 2.119641e+00
## Zr_ppm 4.664752e-01 1.262745e-01 5.286071e-01 9.618063e-01 2.615565e+00
## Dim.26 Dim.27 Dim.28 Dim.29 Dim.30
## Ag_ppm_com 3.875002e-01 6.287331e-02 0.671171141 1.255529e-02 3.409965e-01
## Al _% 1.158636e+00 4.634572e-01 0.071090522 2.766961e+00 1.745260e+00
## As_ppm_com 1.256717e+00 8.254501e-01 1.839960289 1.047812e+00 2.519376e+00
## Au_ppb_com 1.422322e-02 6.433877e+00 0.103066718 1.543552e+00 6.891066e-01
## Ba _ppm 4.526014e+00 1.109115e-01 12.838273988 2.113792e+00 7.841981e+00
## Bi_ppm_com 5.246634e-01 5.195957e-01 1.223507425 7.136341e-01 5.945438e-01
## Ca _% 1.071466e-02 1.618784e+00 2.278183209 1.461957e-01 7.705481e+00
## Cd_ppm_com 9.509316e-02 1.219700e-01 0.015603194 1.605271e-02 2.906930e-01
## Ce_ppm 7.503416e-02 6.306516e+00 0.482771075 2.277269e-01 1.312977e+00
## Co_ppm 4.470944e+00 1.797539e+00 0.290468626 1.638511e-01 6.888567e-04
## Cr_ppm_com 1.679608e-02 5.209790e-03 3.113842592 3.021249e-01 8.605692e+00
## Cs_ppm_com 8.484752e+00 3.002035e+00 0.000028023 7.757587e-02 6.813255e-02
## Cu_ppm 1.240726e-02 2.466407e+00 1.121590059 5.497797e-02 3.783495e-01
## Fe _% 1.834428e-01 1.442049e-01 0.165703242 9.798372e-01 3.101956e-01
## Ga_ppm 1.429088e+01 6.340091e+00 0.013489002 5.464369e-01 6.346206e-01
## Gd_ppm_com 8.237303e-01 4.512140e+00 7.130379425 1.939190e+00 2.134435e-01
## Ge_ppm_com 1.891261e-01 5.397809e+00 0.224495606 3.801183e-02 2.498775e-02
## Hf_ppm_com 8.692615e-01 7.691075e-01 3.080663425 3.023468e+00 2.447220e-01
## In_ppm_com 3.966895e-02 5.636770e-02 0.006634651 3.018246e+00 2.170780e+00
## K _% 5.712012e+00 4.153032e-01 0.544008086 9.711305e-01 1.698930e+00
## La_ppm 8.699472e-01 4.368949e+00 0.832599969 1.439136e-04 8.378480e-01
## Li_ppm_com 4.260723e-01 4.642216e-01 0.511342935 1.502776e+00 9.288110e-01
## Lu_ppm_com 1.561331e-01 9.305025e-01 0.002245353 2.460359e-01 6.555345e-01
## Mg_% 5.278073e+00 1.054978e+01 6.556052337 4.458865e+00 2.849840e-03
## Mn _ppm 7.389542e+00 6.968112e-03 0.586825175 1.949014e+00 2.317187e-01
## Mo_ppm_com 1.617901e-01 2.493882e-02 0.001306925 3.116449e-02 1.820453e-01
## Nb_ppm_com 5.502247e+00 7.444947e+00 6.736992324 1.737362e+01 2.290245e+00
## Ni_ppm_com 2.590536e-02 2.701202e-01 2.992386967 1.566280e-01 1.633346e+00
## P _%com 1.558637e-01 1.267060e+00 0.107592872 2.770145e-01 9.510881e+00
## Pb_ppm 1.069511e+00 8.222956e+00 0.291043999 3.672993e+00 1.519283e+00
## Rb_ppm 1.857582e+00 1.895266e-01 8.619851985 6.375626e-01 8.675062e+00
## Sb_ppm_com 1.108915e-02 3.710176e-01 4.875920728 1.934016e+00 5.261941e+00
## Sc_ppm_com 5.311818e+00 9.094861e-05 9.890372113 1.448526e+01 1.599749e-01
## Sn_ppm_com 1.108367e-01 2.084394e-01 1.549387917 9.492424e-01 2.478558e-02
## Sr_ppm 3.640464e-01 4.810647e+00 10.547810608 6.753451e+00 3.952918e-01
## Ta_ppm_com 1.497466e+00 6.768535e+00 0.731174212 7.709722e-01 5.169070e-01
## Tb_ppm_com 7.813634e-01 7.154910e-02 0.187778289 1.972507e-01 3.204551e-01
## Th_ppm 1.477945e+01 3.248625e-01 0.714612899 2.084381e+01 1.940004e+00
## Tl_ppm_com 5.187786e-01 1.865610e+00 3.094759616 4.415313e-01 2.357993e+01
## U_ppm 6.749235e-01 1.447015e-01 0.004343199 6.793823e-01 5.246978e-01
## V_ppm 2.153273e+00 1.342947e+00 0.801433423 2.503327e-01 1.220111e+00
## W_ppm_com 6.367779e+00 8.183881e-01 3.660080615 4.299007e-02 1.551897e+00
## Y_ppm 2.033388e-01 4.001678e-01 0.765172153 4.675803e-01 8.726948e-02
## Yb_ppm_com 1.010960e-01 1.681692e+00 0.028843528 1.535275e-02 1.034785e-01
## Zn_ppm 1.089757e+00 5.793270e+00 0.125949061 1.954151e+00 7.549081e-02
## Zr_ppm 7.009701e-04 2.884694e-01 0.569190500 2.057320e-01 3.791827e-01
## Dim.31 Dim.32 Dim.33 Dim.34 Dim.35
## Ag_ppm_com 4.480131e-01 5.908892e-01 0.021855766 9.269418e-02 6.109929e-01
## Al _% 6.729099e-01 1.877637e+01 7.489754932 1.857036e+00 1.080534e+01
## As_ppm_com 2.364046e-01 1.787084e+00 0.274074441 6.916313e-01 1.251366e-02
## Au_ppb_com 1.204495e+00 1.404449e-01 0.021241682 1.247909e-01 2.080789e+00
## Ba _ppm 1.245616e+00 8.693515e+00 0.167221144 8.821487e-01 6.274948e-01
## Bi_ppm_com 2.224647e-03 1.277551e+00 0.191545114 9.608996e-02 3.023146e-01
## Ca _% 6.081760e-02 7.206580e-02 6.535907651 9.432734e+00 1.723259e+01
## Cd_ppm_com 3.982865e-04 2.886004e-01 0.221331906 1.250942e+00 6.520789e-02
## Ce_ppm 3.823180e+00 2.800788e+00 0.099368184 4.331294e+00 3.200558e+00
## Co_ppm 1.317709e+00 1.492375e+00 0.257819494 5.697103e-04 7.701991e-03
## Cr_ppm_com 1.394888e+00 2.089961e-01 5.068321986 7.376574e+00 1.524902e+01
## Cs_ppm_com 5.028893e-01 8.325529e-01 0.020701589 2.060712e-01 1.309158e-02
## Cu_ppm 1.100449e+00 4.189617e-01 1.746227062 2.062975e+00 6.501843e-01
## Fe _% 7.383300e+00 8.260333e-01 10.965395726 5.157741e-03 1.491915e+00
## Ga_ppm 2.003260e-02 1.104708e-01 11.622205782 2.865601e-01 3.384098e+00
## Gd_ppm_com 5.244944e+00 2.490731e-03 0.311289587 4.351664e+00 5.132036e+00
## Ge_ppm_com 1.689386e-01 3.375486e+00 0.166944087 3.721699e-02 2.426148e-03
## Hf_ppm_com 1.424127e-01 1.324053e+00 11.080665814 9.199869e+00 1.070394e+00
## In_ppm_com 1.244059e+00 2.638453e+00 0.201541061 2.867754e+00 1.329362e+00
## K _% 1.290589e+00 3.225483e-01 0.063428732 1.179995e+00 2.480824e-01
## La_ppm 3.160682e-02 2.490346e-01 0.033456838 3.312610e-01 6.502079e-01
## Li_ppm_com 2.413847e-01 8.573741e-03 1.603619720 1.559279e-02 7.515746e-01
## Lu_ppm_com 7.179442e+00 5.738971e-01 0.740677543 3.460152e+00 1.493745e+00
## Mg_% 7.884725e-01 5.933225e+00 1.477341559 1.219512e+00 1.143407e+01
## Mn _ppm 1.613960e-01 7.079095e-02 0.106568226 1.134943e-01 7.996470e-02
## Mo_ppm_com 1.242614e+00 1.415404e-01 0.542783839 1.687528e+00 2.820860e+00
## Nb_ppm_com 4.500183e+00 1.098746e+01 2.407614181 1.691807e-01 4.206375e-02
## Ni_ppm_com 9.106371e-01 2.172183e+00 0.303822401 8.241969e-02 8.128734e-01
## P _%com 7.085437e-01 4.365299e-06 11.360442776 1.246617e+01 4.038803e-02
## Pb_ppm 2.036132e+01 3.540166e+00 0.234205406 4.773626e+00 1.725353e+00
## Rb_ppm 1.242964e+00 8.186254e+00 0.507033377 1.801194e+00 1.168539e+00
## Sb_ppm_com 2.426053e+00 7.804166e-02 1.033932646 1.449606e+00 1.738520e+00
## Sc_ppm_com 1.879459e+00 7.671252e+00 1.343212563 3.754150e-01 3.080563e+00
## Sn_ppm_com 2.825528e-01 2.102063e+00 0.480731701 1.463701e-01 1.631214e-02
## Sr_ppm 3.697722e+00 7.919313e+00 0.844885102 1.058089e+00 5.254699e-02
## Ta_ppm_com 4.294092e+00 1.901881e-02 0.340538475 9.912388e-01 4.631401e-01
## Tb_ppm_com 6.863354e-01 4.978344e-01 0.349411873 3.634599e+00 7.264641e-01
## Th_ppm 1.714054e+00 3.973297e-01 4.578389257 6.751500e-01 2.320144e+00
## Tl_ppm_com 5.946006e+00 9.993208e-01 1.217072693 4.054371e+00 2.416207e+00
## U_ppm 1.390592e+00 2.777579e-01 1.449654485 9.830870e-02 1.389208e-01
## V_ppm 1.432549e-02 1.027272e-01 0.810803102 3.489215e-03 1.922637e-01
## W_ppm_com 2.328461e-01 1.293703e+00 0.147188687 4.242140e-01 1.301184e-04
## Y_ppm 9.290912e-02 2.863865e-01 0.018712903 1.460874e+00 9.594814e-01
## Yb_ppm_com 6.787165e+00 1.932579e-01 0.005558731 9.857829e-01 2.328599e+00
## Zn_ppm 4.581858e+00 6.766316e-02 0.017639213 2.060971e+00 1.017567e+00
## Zr_ppm 1.101196e+00 2.514730e-01 11.517860964 1.012763e+01 1.339016e-02
## Dim.36 Dim.37 Dim.38 Dim.39 Dim.40
## Ag_ppm_com 8.921390e-01 5.687514e+00 2.219019894 7.285196e-01 3.128887445
## Al _% 9.197947e-01 2.500444e-01 13.236438696 1.160641e-01 0.925826536
## As_ppm_com 1.157565e+00 4.947129e-02 0.080869895 1.224393e-01 0.746423414
## Au_ppb_com 1.925286e+00 2.222686e+00 0.528221532 2.627765e-01 14.089286880
## Ba _ppm 2.728720e+00 1.400560e+00 0.766026049 1.990062e+00 0.449102137
## Bi_ppm_com 5.204993e-04 4.926229e-02 0.024415131 1.015833e-02 1.340260543
## Ca _% 1.009353e+00 1.118307e-01 0.682986536 1.661412e+00 0.027930121
## Cd_ppm_com 1.298389e+00 1.217429e-01 0.083046629 6.869366e-01 0.647259177
## Ce_ppm 4.535818e-01 5.441249e-01 3.301004901 2.162681e-01 0.246326649
## Co_ppm 1.507224e+00 8.833332e-01 0.219126577 1.149651e+00 0.060818830
## Cr_ppm_com 2.054194e+00 6.030746e-01 0.401674731 2.494377e+00 0.321709335
## Cs_ppm_com 4.365076e-01 5.263195e-02 0.060888568 1.630617e-02 0.008987600
## Cu_ppm 1.092700e-01 5.639610e-01 3.087827973 4.462928e-01 3.428962449
## Fe _% 1.166828e+01 1.751409e+00 1.294649934 8.198454e+00 3.945060089
## Ga_ppm 4.758104e-01 1.139885e+00 2.228786032 1.245529e-01 1.107924013
## Gd_ppm_com 6.883160e-02 1.522140e+01 11.329868535 5.524891e+00 0.706085882
## Ge_ppm_com 9.971333e-03 4.366740e-03 0.002975237 5.650826e-03 0.020244590
## Hf_ppm_com 2.135138e-01 7.180469e-01 17.964196467 3.858126e-01 0.074583095
## In_ppm_com 4.029967e+00 3.554855e+00 0.346741511 4.994030e-01 19.212504506
## K _% 2.352091e+01 1.048324e+01 1.263786289 2.111098e+01 0.596234530
## La_ppm 5.093432e-02 2.920137e-02 0.593493927 1.115805e-01 0.365360553
## Li_ppm_com 5.528916e-01 6.183239e-01 0.091927433 1.116086e+00 0.003945176
## Lu_ppm_com 3.587232e-01 1.120698e+01 3.375410139 7.998064e+00 0.199223973
## Mg_% 2.571198e+00 7.686189e-01 1.436959535 1.717292e+00 0.955030280
## Mn _ppm 1.420152e-01 1.477085e-01 0.004880267 1.614859e-01 0.023959786
## Mo_ppm_com 1.703957e-01 2.288202e-01 0.054589053 8.365064e-02 0.005811210
## Nb_ppm_com 2.287856e-01 3.065196e-04 0.704435119 7.739500e-01 1.087770047
## Ni_ppm_com 1.119538e+01 8.114557e+00 0.464310330 5.734455e+00 0.717312431
## P _%com 1.941728e+00 1.327555e+00 0.082030673 2.003100e+00 0.013059282
## Pb_ppm 9.318038e-01 2.048126e-02 0.279859902 1.325761e-04 12.986137644
## Rb_ppm 1.656644e+01 2.374924e+00 0.124128605 6.534578e+00 0.670223832
## Sb_ppm_com 3.723310e+00 1.012644e+00 1.506938624 1.054474e+00 0.111223615
## Sc_ppm_com 2.524232e+00 7.333799e-01 2.802161231 1.655072e+00 0.121536078
## Sn_ppm_com 2.112799e-01 1.924651e-01 0.091247870 1.177242e-01 0.414972102
## Sr_ppm 4.446253e-05 3.915771e-01 0.001970965 7.185594e-02 0.187669983
## Ta_ppm_com 3.732804e-02 1.546765e-01 0.116337070 2.959880e-01 0.050085461
## Tb_ppm_com 9.990845e-02 1.765196e+01 2.337309292 1.643473e+01 0.036114016
## Th_ppm 1.122671e+00 3.159903e-01 0.009505645 2.019362e+00 0.189404462
## Tl_ppm_com 1.137981e+00 6.799444e-01 0.574204057 1.579660e-01 0.021037843
## U_ppm 1.208471e+00 5.236963e-01 1.250821418 8.252048e-03 22.755311550
## V_ppm 2.712071e-01 1.907410e+00 0.463289064 1.470971e-05 4.273123947
## W_ppm_com 1.655329e-02 1.711794e-01 0.016870461 2.234927e-01 0.006606314
## Y_ppm 2.257547e-01 2.966122e+00 0.687811386 3.632527e+00 1.227112249
## Yb_ppm_com 3.566181e-03 1.785313e-01 0.522933444 8.513282e-01 1.408262593
## Zn_ppm 1.341243e-01 2.594361e+00 3.687332514 7.492747e-01 1.069792690
## Zr_ppm 9.344090e-02 2.751491e-01 19.596690861 7.425509e-01 0.015495061
## Dim.41 Dim.42 Dim.43 Dim.44 Dim.45
## Ag_ppm_com 1.014489e+01 3.163688e-01 2.708688e+01 9.606841e+00 5.111154e-01
## Al _% 2.790681e-01 1.328250e+00 1.166885e-01 3.323734e-01 1.910418e-01
## As_ppm_com 1.788821e+00 1.845784e+00 5.910260e-04 4.757781e-03 7.286789e-02
## Au_ppb_com 5.863798e+00 2.055599e+01 3.672321e+00 9.434713e-02 1.456358e+00
## Ba _ppm 9.612923e-02 2.886465e-02 2.138476e-01 6.670988e-02 5.655859e-04
## Bi_ppm_com 5.675503e-01 1.799788e-01 7.202156e-03 5.389294e-02 2.459536e-01
## Ca _% 8.842591e-03 1.710439e-01 6.657286e-01 7.923727e-02 1.392044e-02
## Cd_ppm_com 1.819415e-01 1.609753e-02 3.001331e-02 8.744989e-02 9.604179e-03
## Ce_ppm 2.285923e+00 1.061104e+00 3.213335e-01 5.948672e-05 1.989502e+01
## Co_ppm 4.345533e-02 1.419717e-01 9.067659e-02 3.971394e-02 2.880099e-03
## Cr_ppm_com 4.614793e-02 3.509890e-01 5.054414e-01 1.967743e-02 2.691661e-04
## Cs_ppm_com 1.429294e-03 1.294841e-02 3.020346e-02 2.214037e-03 6.638352e-03
## Cu_ppm 1.263023e+00 3.445339e+01 5.288890e+00 1.914596e+00 4.368411e+00
## Fe _% 6.180561e+00 3.395286e+00 1.270002e-01 3.412367e-01 6.277510e-01
## Ga_ppm 5.101098e-01 5.544367e-02 6.256841e-03 8.290629e-02 2.989466e-01
## Gd_ppm_com 8.029536e-01 2.619654e-02 1.725893e-02 1.071808e-02 6.540006e-01
## Ge_ppm_com 2.011284e-02 1.433127e-02 2.044390e-03 7.909707e-02 3.958089e-03
## Hf_ppm_com 5.683386e-01 1.503159e+00 4.585757e-02 9.723101e-03 4.987445e-03
## In_ppm_com 2.002572e+01 8.690841e+00 1.847334e-01 8.396453e-01 1.361551e+00
## K _% 7.861552e-01 8.206791e-03 3.383282e-02 1.199351e-01 1.416236e-01
## La_ppm 1.200389e+00 2.009990e+00 1.485244e-01 1.690656e+00 2.252822e+01
## Li_ppm_com 3.336936e-01 4.663657e-01 2.998543e-01 4.576641e-01 6.048898e-05
## Lu_ppm_com 1.171213e-01 5.693388e+00 4.665048e-01 1.477208e+01 7.210271e+00
## Mg_% 4.362773e-04 8.528910e-02 7.206690e-02 1.037827e-03 5.410805e-02
## Mn _ppm 2.532147e-02 3.482333e-04 7.926311e-02 9.789077e-03 3.139104e-03
## Mo_ppm_com 9.739670e+00 3.354178e+00 1.338659e-01 6.235984e-02 4.754935e-03
## Nb_ppm_com 4.242574e-01 1.760898e-01 7.862424e-01 7.984730e-03 7.830040e-03
## Ni_ppm_com 4.793923e-03 8.130360e-02 2.473644e-05 3.780988e-03 2.094009e-02
## P _%com 7.412883e-02 8.279973e-03 1.038691e-01 1.444990e-01 6.080804e-03
## Pb_ppm 1.517248e+00 4.070325e-01 4.869423e-02 9.102325e-03 1.638102e-02
## Rb_ppm 1.130276e+00 1.278172e-02 5.514835e-02 7.803975e-02 3.341364e-02
## Sb_ppm_com 1.970319e+00 2.452620e+00 5.230094e+00 1.303174e+00 1.952341e-04
## Sc_ppm_com 5.623545e-01 3.410122e-01 1.574702e+00 5.779674e-02 4.072932e-02
## Sn_ppm_com 1.707032e-02 5.327918e-02 1.582998e-01 9.258723e-03 3.728887e-03
## Sr_ppm 1.910562e-02 2.880728e-01 2.404559e-02 1.134128e-01 5.319025e-03
## Ta_ppm_com 5.523776e-02 5.964938e-04 2.660920e-02 1.605411e-02 6.832364e-03
## Tb_ppm_com 5.611725e-02 2.756590e+00 2.616685e+00 2.791399e+01 1.426873e+00
## Th_ppm 2.534441e-03 2.377110e-01 1.562454e-01 1.647492e-02 5.032627e-02
## Tl_ppm_com 2.566729e-02 9.680457e-02 7.188552e-02 7.162300e-02 3.325995e-02
## U_ppm 2.720366e+00 4.133947e-01 2.093903e+01 2.589138e-01 5.406527e-01
## V_ppm 1.394303e+01 1.225056e-02 1.654222e+01 1.729667e-01 1.319689e-01
## W_ppm_com 2.545747e-03 6.659769e-03 1.099018e-02 2.041301e-02 2.511347e-02
## Y_ppm 7.767794e+00 1.706155e+00 1.065056e+01 3.077143e+01 1.227935e+01
## Yb_ppm_com 6.395818e+00 3.739816e+00 5.017970e-03 7.722700e+00 2.562576e+01
## Zn_ppm 2.791653e-01 4.123470e-02 1.014281e+00 5.083146e-01 6.399230e-02
## Zr_ppm 1.505685e-01 1.402510e+00 3.384691e-01 2.134971e-02 1.323909e-02
## Dim.46
## Ag_ppm_com 6.468288e+00
## Al _% 3.207464e-01
## As_ppm_com 1.694298e-04
## Au_ppb_com 9.618972e+00
## Ba _ppm 8.850295e-03
## Bi_ppm_com 3.299198e-02
## Ca _% 4.261634e-04
## Cd_ppm_com 9.213840e-04
## Ce_ppm 1.823551e+01
## Co_ppm 1.046897e-01
## Cr_ppm_com 9.728234e-03
## Cs_ppm_com 7.226792e-05
## Cu_ppm 5.182546e+00
## Fe _% 8.917148e-03
## Ga_ppm 2.289607e-02
## Gd_ppm_com 7.294067e-01
## Ge_ppm_com 6.087372e-04
## Hf_ppm_com 4.820032e-03
## In_ppm_com 4.101163e-02
## K _% 4.989249e-03
## La_ppm 2.390450e+01
## Li_ppm_com 3.562587e-03
## Lu_ppm_com 9.015381e+00
## Mg_% 1.249590e-02
## Mn _ppm 3.734323e-03
## Mo_ppm_com 9.031595e-05
## Nb_ppm_com 2.099793e-03
## Ni_ppm_com 7.469695e-02
## P _%com 1.552114e-01
## Pb_ppm 3.613295e+00
## Rb_ppm 7.920508e-03
## Sb_ppm_com 1.953288e-01
## Sc_ppm_com 2.917026e-01
## Sn_ppm_com 4.487719e-02
## Sr_ppm 2.501016e-04
## Ta_ppm_com 1.931470e-03
## Tb_ppm_com 2.340415e-01
## Th_ppm 2.923026e-03
## Tl_ppm_com 1.717363e-02
## U_ppm 9.664781e-01
## V_ppm 2.048492e+00
## W_ppm_com 6.203638e-02
## Y_ppm 2.019497e+00
## Yb_ppm_com 1.598739e+01
## Zn_ppm 5.369638e-01
## Zr_ppm 1.365233e-03fviz_pca_var(res.pca_tot, col.var="black")
fviz_pca_var(res.pca_tot, col.var = "cos2",
gradient.cols=c("#00AFBB","#E7B800","#FC4E07"),
repel=TRUE)## Warning: ggrepel: 13 unlabeled data points (too many overlaps). Consider
## increasing max.overlaps
fviz_cos2(res.pca_tot, choice="var",axes=1:2, top=20)
fviz_contrib(res.pca_tot, choice="var",axis=1,top=20)
fviz_contrib(res.pca_tot, choice="var",axis=2,top=20)
fviz_pca_var(res.pca_tot, col.var = "contrib",
gradient.cols = c("#00AFBB", "#E7B800", "#FC4E07")
)
q <- fviz_pca_biplot(res.pca_tot,
geom.ind ="point",
fill.ind = couch_data$PROYECTO, col.ind = "black",
pointshape = 21, pointsize = 2,arrowsize=1,
palette = rainbow(2),
addEllipses = TRUE,
ellipse.level= 0.95,
col.var = "black",
gradient.cols = "RdYlBu",
legend.title = "Unidad \n Litoestatigráfica",
repel=FALSE
)
plotly::ggplotly(q)## Warning: `gather_()` was deprecated in tidyr 1.2.0.
## Please use `gather()` instead.